From d67c3dfdb7ab50ec0e6a5ce52bada6ff80fa8c7e Mon Sep 17 00:00:00 2001
From: Daniel Djahangir <daniel.djahangir@googlemail.com>
Date: Sat, 20 Jul 2024 11:07:26 +0200
Subject: [PATCH] asd
---
_bibliography.bib | 10 +
appendix.aux | 8 +-
conclusion.aux | 14 +-
conclusion.tex | 16 +-
dataset.aux | 10 +-
dataset.tex | 16 +-
evaluation.tex | 9 -
experiments.aux | 79 ++-
experiments.tex | 1062 ++++++++++++++++++++++-------
masterthesis.aux | 76 +--
masterthesis.bbl | 333 ---------
masterthesis.bbl-SAVE-ERROR | 333 ---------
masterthesis.bcf | 9 +-
masterthesis.fdb_latexmk | 65 +-
masterthesis.fls | 103 ++-
masterthesis.log | 417 +++++++----
masterthesis.pdf | Bin 660457 -> 961179 bytes
masterthesis.run.xml | 4 +-
masterthesis.synctex(busy) | Bin 0 -> 198793 bytes
masterthesis.synctex.gz | Bin 146348 -> 0 bytes
masterthesis.toc | 51 +-
methodology.aux | 21 +-
methodology.tex | 118 ++--
related_work.aux | 24 +-
related_work.tex | 146 +++-
ressources/data/normal_eval.csv | 541 +++++++++++++++
ressources/data/normal_eval2.csv | 541 +++++++++++++++
ressources/images/Transformer.png | Bin 0 -> 102232 bytes
28 files changed, 2635 insertions(+), 1371 deletions(-)
delete mode 100644 evaluation.tex
create mode 100644 masterthesis.synctex(busy)
delete mode 100644 masterthesis.synctex.gz
create mode 100644 ressources/data/normal_eval.csv
create mode 100644 ressources/data/normal_eval2.csv
create mode 100644 ressources/images/Transformer.png
diff --git a/_bibliography.bib b/_bibliography.bib
index 9515a62..de51cef 100644
--- a/_bibliography.bib
+++ b/_bibliography.bib
@@ -105,3 +105,13 @@ isbn="978-3-540-36127-5"
journal={arXiv preprint arXiv:2212.03533},
year={2022}
}
+
+
+@misc{mixtral7b,
+ title = {mixtral-instruct-8x7b-quantized-gguf},
+ howpublished = {\url{https://huggingface.co/ikawrakow/mixtral-instruct-8x7b-quantized-gguf}},
+ note = {Accessed: 2024-07-19}
+}
+
+
+
diff --git a/appendix.aux b/appendix.aux
index 7c2acb3..9f992cc 100644
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diff --git a/conclusion.tex b/conclusion.tex
index 5ab2213..b3ed177 100644
--- a/conclusion.tex
+++ b/conclusion.tex
@@ -2,5 +2,19 @@
\section{summary}
\section{future work}
+For me, what comes first to mind when it comes to future work is how annoying and extensive time i had to put into scraping single pdfs. Every author has a different way to structure their book with different placements for pagenumbers, chapternumbers and -names which makes it really hard to find the right way to scrape them all efficiently. But plenty and clean data is so important when it is the bases for almost everything that follows up. Therefore i would condone to create the amount of literatur and characters and even improve on the already so carefully filtered data.
+There is a second part to the mentioned data filtering which also leaves room to improve on which are the human-written fandom articles from fandom.com. Since some of them are so long since they contain so much detail i had to cut them to a specific paragraph. Take whole???
+
+More evaluation methods
+
+Since LLMs will continue to improve and might also increase their maximum input size to a point where maybe the input size will easily handle any single book, the task might shift to
+
\section{note of thanks}
-\textit{Here I will describe future work that can be done to improve my work and talk about the advantages, disadvantages of the methods I used but also other problems that occured during the time (e.g. Iack of literatur) that I was able to obtain}
\ No newline at end of file
+I would like to extend my heartfelt gratitude to all those who have knowingly or unknowingly supported me throughout the completion of this master's thesis.
+
+First and foremost, to my advisor, Hans Ole Hatzel, for his unwavering guidance, invaluable insights, and constant encouragement. Your expertise and patience have been instrumental in shaping this research.
+
+I would also like to thank my family and friends, whose love, support, and understanding throughout this semester provided me with both motivation and inspiration.
+
+
+Finally, I am grateful to all those, named and unnamed, who have directly or indirectly contributed to this thesis. Your support has been invaluable, and I am deeply thankful for your contributions.
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diff --git a/dataset.tex b/dataset.tex
index a0f8b41..dd1502d 100644
--- a/dataset.tex
+++ b/dataset.tex
@@ -1,16 +1,13 @@
\chapter{Gathering of literature}
Unfortunately, there's barely any open-source collection of literature with
-characterizations available. Examples like "Romeo and Juliet," "Moby Dick," "Frankenstein," or "Alice's Adventures in Wonderland" are rare cases where enough fandom exists to create accessible and reviewed content. In most other instances, it seems too risky to use open-source literature, as these collections predominantly consist of less popular books with minimal fanbase and related content. Popular literature, with its larger online presence, results in more detailed and reviewed community-generated content, such as characterizations and summaries, which are valuable as reference points for my generated characterizations.\\
+characterizations available. Examples like ``Romeo and Juliet'', ``Moby Dick'', ``Frankenstein'' or ``Alice's Adventures in Wonderland'' are rare cases where enough fandom exists to create accessible and reviewed content. In most other instances, it seems too risky to use open-source literature, as these collections predominantly consist of less popular books with minimal fanbase and related content. Popular literature, with its larger online presence, results in more detailed and reviewed community-generated content, such as characterizations and summaries, which are valuable as reference points for my generated characterizations which is why I will mostly rely on non-open source literatur for this thesis.\\
-All of the books contained text decorations and structural elements such as chapters, sections, and page numbers, which remained present after converting the PDFs and text files and loading them into memory. These elements had to be manually filtered out before further processing, as they interfered with some of the techniques applied later.\\
+During the process of using Wikidata, a free and open knowledge database, to query characters and filter personal descriptions from books, I discovered that many of these descriptions contain references to articles from fandom.com, the world's most popular open-source wiki platform for fan-related content. Initially, I planned to query Wikidata for all characters linked to Fandom articles to gather literature with the most comprehensive fandom articles. However, I realized that not all character descriptions in Wikidata include Fandom article links. Some character descriptions are missing Fandom article URLs, making it insufficient to rely solely on Wikidata for content. Additionally, there are instances of multiple articles linked to one character. Some articles are in different languages, while others are older versions or from different universes within the same saga. In most cases, I was able to chose to use the newest, longest English version but this was not always possible. For example, when fetching Dune character fandom articles, I had to manually sort out some characters. The Dune fandom includes characters from the ``Dune Encyclopedia'' and ``Expanded Dune'', as well as from the original ``Dune'' by Frank Herbert. This overlap made it problematic to compare information about the same character in different contexts, especially when relevant information might not be available across all contexts.\\
-During the process of using Wikidata, a free and open knowledge database, to query characters and filter personal descriptions from books, I discovered that many of these descriptions contain references to articles from Fandom.com, the world's most popular open-source wiki platform for fan-related content.\\
+In the end, I used multiple methods. First, I queried Wikidata to quickly obtain a large number of characters, then manually deleted duplicates and added additional characters with URLs by hand. The fetched articles varied significantly in length, requiring me to cut them down so they were roughly the same size. I achieved this by sequentially removing paragraphs from the bottom of each original article until they reached the desired length.
-Initially, I planned to query Wikidata for all characters linked to Fandom articles to gather literature with the most comprehensive fandom articles. However, I realized that not all character descriptions in Wikidata include Fandom article links. Some character descriptions are missing Fandom article URLs, making it insufficient to rely solely on Wikidata for content. Additionally, there are instances of multiple articles linked to one character. Some articles are in different languages, while others are older versions or from different universes within the same saga. In most cases, I was able to chose to use the newest, longest English version but this was not always possible. For example, when fetching Dune character fandom articles, I had to manually sort out some characters. The Dune fandom includes characters from the "Dune Encyclopedia" and "Expanded Dune," as well as from the original "Dune" by Frank Herbert. This overlap made it problematic to compare information about the same character in different contexts, especially when relevant information might not be available across all contexts.\\
-
-
-So in the end, I used multiple methods. First, I queried Wikidata to quickly obtain a large number of characters, then manually deleted duplicates and added additional characters with URLs by hand. Since readers of this thesis might not have access to all the non-open-source literature I used, I aimed to minimize the number of sources to make the results easier to replicate and verify. Ultimately, I was able to obtain character data for 800 characters from eight books in total. The results are linked in the appendix.
+Since readers of this thesis might not have access to all the non-open-source literature I used, I aimed to minimize the number of sources to make the results easier to replicate and verify. Ultimately, I was able to obtain character data for 534 characters from eight books in total. The results are linked in the appendix. All of the books contain text decorations and structural elements such as chapters, sections, and page numbers, which remained present after converting the PDFs and text files and loading them into memory. These elements had to be manually filtered out using regular expressions before further processing.\\
@@ -41,11 +38,6 @@ So in the end, I used multiple methods. First, I queried Wikidata to quickly obt
\caption{dataset of characters and their descriptions}
\label{tab:example_table}
\end{table}
-...\\
-
-
-Project Gutenberg and the Tell Me Again! Dataset...
-
diff --git a/evaluation.tex b/evaluation.tex
deleted file mode 100644
index ec9f8b3..0000000
--- a/evaluation.tex
+++ /dev/null
@@ -1,9 +0,0 @@
-\chapter{Evaluation}
-As we can see the generated result doesn't contain any wrong information but is also missing a lot of details. This might be due to already mentioned missing context as well as to gpt discarding seemingly irrelevant information.
-His old friends Remus Lupin and Sirius Black aren't mentioned at all and there is no info about what Sirius had to go through in consequence of Pettigrew accusing Sirius for the murder.
-Although I asked gpt to only create a summary based on the given sentences, "Hermione" is mentioned in the summary which is the english name of the character Hermine. So GPT isn't fully depending on the sentences I provided for this characterization.
-I utilized both the BLUE-Metric and BERT-Score to assess disparities, employing the well-known character Peter Pettigrew and the less familiar character Bathilda Bagshot and Angelina Johnson. For all three of these characters i generated characterizations. One with and one without textpassages from the book. The initial set of results, depicted in the first figure, illustrates the language model's performance solely based on its training data, devoid of any text passages revealing character information. The second figure presents findings from the subsequent test, where I incorporated all book sentences containing the character's name into the GPT query.\\
-The results showcased in the second figure are only marginally superior for Bathilda and Pattigrew to those relying exclusively on training data.
-I anticipated Angelina's and Bathilda's score in the initial figure to be rather low, given her limited popularity, stemming from a solitary mention in the final book. However, ChatGPT demonstrated a more profound understanding of the books than I had initially assumed.
-It is crucial to conduct further assessments with books beyond the language model's training set. This can be achieved by using recently published books to validate the impact and independence of additional information on the model's performance.
-\cite{post-2018-call,bert-score}
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+\setcounter{instcount}{0}
\setcounter{maxnames}{3}
\setcounter{minnames}{1}
\setcounter{maxitems}{3}
diff --git a/experiments.tex b/experiments.tex
index bc9da62..1ff88c2 100644
--- a/experiments.tex
+++ b/experiments.tex
@@ -1,201 +1,59 @@
\chapter{Experiments}
-All my experiments have been conducted partially on my own computer but also on a remote server from the LT group at the University of Hamburg. This was mainly due to accessing a better GPU like the RTX A1000 NVIDEA for prompting LLMS and creating embeddings.
+All my experiments have been conducted partially on my own computer but also over ssh on a remote server from the LT group at the University of Hamburg. This was mainly due to accessing a better GPU like the NVIDEA RTX A6000 for doing more computational intensive work such as prompting large language models (LLMs) and generating embeddings.
\section{Base Experiment}
-For my first experiment, I formulated four prompts with slightly different wordings to observe how varying prompts affect the outcomes of the LLM. For each prompt, I tested two versions: one with additional passages from the literature providing information about the character, and one without such information, requiring the model to rely solely on its training data. ``[INST]'' and ``[\textbackslash INST]'' mark the start and end of each query instruction. ``\{character\}'' and ``\{book\}'' will be replaced with the real character name and book title. ``\{passages\}'' marks the spot where a collection of retrieved passages from the book for the given character that might help the Llama model with its characterizations will be passed into the prompt.\\
-
+For my first experiment, I formulated four prompts with slightly different wordings to observe how varying prompts affect the outcomes of the LLM. For each prompt, I tested two versions: one with additional passages from the literature providing information about the character, and one without such information, requiring the model to rely solely on its training data. All the eight raw prompts \ref*{fig:prompt2} contain tags. These tags will be interpreted as following. ``[INST]'' and ``[\textbackslash INST]'' mark the start and end of each query instruction. ``\{character\}'' and ``\{book\}'' will be replaced with the real character name and book title. ``\{passages\}'' marks the spot where a collection of retrieved passages from the book for the given character that should help the Llama model with its characterizations will be passed into the prompt.\\
+
+
+\begin{figure}
+ \begin{center}
+ \begin{tabular}{|c|m{10cm}|}
+ \hline
+ Prompt & Instruction \\ [0.5ex]
+ \hline\hline
+ $P_{1}^{z}$ & "[INST]Write a summary about the character \{character\} in the book \{book\}.[/INST]" \\
+ \hline
+ $P_{1}^{r}$ & "[INST]Write a summary about the character \{character\} in the given text passages: \textbackslash n \{passages\}[/INST]" \\
+ \hline\hline
+ $P_{2}^{z}$ & "[INST]Write a summary in the style of a fandom article about the character \{character\} in the book \{book\}.[/INST]" \\
+ \hline
+ $P_{2}^{r}$ & "[INST]Write a summary in the style of a fandom article about the character \{character\} in the given text passages: \textbackslash n \{passages\}[/INST]" \\
+ \hline\hline
+ $P_{3}^{z}$ & "[INST]Provide a concise overview of the character \{character\} from the book \{book\}.[/INST]" \\
+ \hline
+ $P_{3}^{r}$ & "[INST]Provide a concise overview of the character \{character\} based on the following excerpts: \textbackslash n \{passages\}[/INST]" \\
+ \hline\hline
+ $P_{4}^{z}$ & "[INST]rite sumary bout thee cara cter \{character\} of th book \{book\}.[/INST]" \\
+ \hline
+ $P_{4}^{r}$ & "[INST]rite sumary bout thee cara cter \{character\} bsed th fllowing excerpts: \textbackslash n \{passages\}[/INST]" \\ [1ex]
+ \hline
+ \end{tabular}
+ \end{center}
+ \label{fig:prompts2}
+\end{figure}
-\begin{center}
- \begin{tabular}{|c|m{10cm}|}
- \hline
- Prompt & Instruction \\ [0.5ex]
- \hline\hline
- $\delta_{1}$ & "[INST]Write a summary about the character \{character\} in the book \{book\}.[/INST]" \\
- \hline
- $\delta_{1}'$ & "[INST]Write a summary about the character \{character\} in the given text passages: \textbackslash n \{help\}[/INST]" \\
- \hline\hline
- $\delta_{2}$ & "[INST]Write a summary in the style of a fandom article about the character \{character\} in the book \{book\}.[/INST]" \\
- \hline
- $\delta_{2}'$ & "[INST]Write a summary in the style of a fandom article about the character \{character\} in the given text passages: \textbackslash n \{help\}[/INST]" \\
- \hline\hline
- $\delta_{3}$ & "[INST]Provide a concise overview of the character \{character\} from the book \{book\}.[/INST]" \\
- \hline
- $\delta_{3}'$ & "[INST]Provide a concise overview of the character \{character\} based on the following excerpts: \textbackslash n \{help\}[/INST]" \\
- \hline\hline
- $\delta_{4}$ & "[INST]rite sumary bout thee cara cter \{character\} of th book \{book\}.[/INST]" \\
- \hline
- $\delta_{4}'$ & "[INST]rite sumary bout thee cara cter \{character\} bsed th fllowing excerpts: \textbackslash n \{help\}[/INST]" \\ [1ex]
- \hline
- \end{tabular}
-\end{center}
-As you can see, $\delta_{2}$ is more specific, requesting the style of a fandom article, whereas $\delta_{3}$ is less precise, asking only for an overview without specifying a particular format. The last prompt is similar to $\delta_{1}$ but is intentionally faulty by missing characters.These different prompts are used to determine the overall effects of various prompt wordings and faulty instructions on the language model.
+As you can see, $P_{2}$ is more specific, requesting the style of a fandom article, whereas $P_{3}$ is less precise, asking only for an overview without specifying a particular format. The last prompt $P_{4}$ is similar to $P_{1}$ but is intentionally faulty by missing characters.These different prompts are used to determine the overall effects of various prompt wordings and faulty instructions on the language model.
In this first experiment, I selected additional information from the book by filtering for every sentence in which the character's name occurred at least once. Since the number of tokens might exceed the maximum input size of the LLaMA model, I removed every $n$-th sentence, where $n$ is calculated in such a way that the query size fits perfectly.
-Additionally, because characters are more likely to be introduced in the first sentences where they appear in the book, I added an additional cutoff $\alpha$. This cutoff represents the percentage of relevant sentences (with character name occurrences) to which every sentence with name occurence will be taken, so the rule of taking every $n$-th sentence only affects sentences after the cutoff. Overall the passage retrieval for this experiment $R_{base}$ works as follows. Let $S = \{s_i \mid 1 \leq i \leq k \}$ be the set of size $k$ which contains all relevant sentences containig the character and $l$ be the maximum inputsize of the Llama query. We first definde a function $S_{t}(a, b) = \{ s_{ti} \mid a \cdot k \leq ti \leq b \cdot k \}$, that enables a range selection of sentences with a lower and upper limit and a parameter $t$ for the stepsize. If we now choose our $n$ the right way
-\[n = \begin{cases}
- \left\lfloor \frac{k - \alpha k}{l}\right\rfloor & \text{if } k - \alpha k > l\\
- 1 & \text{otherwise}
-\end{cases} \] we can write $R_{base}$ as \[R_{base} = S_{1}(0, \alpha) \cup S_{n} ( \alpha, 1) \].
-I fed the prompts through the mixtral 7b model with quantized weights.
-Quantization is a method used to decrease the computational and memory demands of running inference by using low-precision data types, such as 8-bit integers (int8), instead of the standard 32-bit floating-point (float32). Using fewer bits reduces the memory storage needed for the model, theoretically lowers energy consumption, and speeds up operations like matrix multiplication through integer arithmetic. This technique also enables models to run on embedded devices, which may only support integer data types. They are different types and levels of quantization and i started with the smallest $Q2_K$ (https://huggingface.co/ikawrakow/mixtral-instruct-8x7b-quantized-gguf) weights and therfor quickest responses. For the evaluation, I used BLEUScore and BERTScore to compare the results from the prompts against manually written articles from fandom.com.\\
-
-% \begin{figure}
-% \centering
-% \begin{tikzpicture}
-% \begin{axis}[
-% xlabel={F1},
-% ylabel={h},
-% legend pos=north west,
-% grid=both,
-% width=10cm, % Adjust width as needed
-% height=8cm % Adjust height as needed
-% ]
-
-% \addplot+[mark=none] table [x expr=\coordindex, y=F1, col sep=comma] {ressources/data/results.csv};
-
-
-% \legend{P, R, F1, h}
-
-% \legend{Data}
-% \end{axis}
-% \end{tikzpicture}
-% \caption{Plot of F1 vs h}
-% \label{fig:f1_vs_h}
-% \end{figure}
-
-% \begin{figure}
-% \centering
-% \begin{tikzpicture}
-% \begin{axis}[
-% xlabel={F1},
-% ylabel={h},
-% legend pos=north west,
-% grid=both,
-% width=10cm, % Adjust width as needed
-% height=8cm % Adjust height as needed
-% ]
-
-
-% \addplot+[mark=none] table [x expr=\coordindex, y=wF1, col sep=comma] {ressources/data/results.csv};
-
-% \legend{P, R, F1, h}
-
-% \legend{Data}
-% \end{axis}
-% \end{tikzpicture}
-% \caption{Plot of F1 vs h}
-% \label{fig:f1_vs_h}
-% \end{figure}
-
-% \subsection{Results}
-% \begin{figure}[H]
-% \centering
-% \begin{tikzpicture}
-% \begin{axis}[
-% xlabel={F1},
-% ylabel={h},
-% legend pos=north west,
-% grid=both,
-% width=10cm, % Adjust width as needed
-% height=8cm % Adjust height as needed
-% ]
-
-
-% \addplot+[mark=none] table [x expr=\coordindex, y=h, col sep=comma] {ressources/data/results.csv};
-
-% \legend{P, R, F1, h}
-
-% \legend{Data}
-% \end{axis}
-% \end{tikzpicture}
-% \caption{Plot of F1 vs h}
-% \label{fig:f1_vs_h}
-% \end{figure}
-
-\subsection{Results}
-% \begin{figure}[H]
-% \centering
-% \makebox[\textwidth][c]{
-% \begin{minipage}{1.1\textwidth}
-% \begin{subfigure}[b]{0.45\textwidth}
-% \centering
-% \begin{tikzpicture}
-% \begin{axis}[
-% x tick label style={
-% /pgf/number format/1000 sep=},
-% xlabel=BLEUScore,
-% ylabel=Amount,
-% enlargelimits=0.05,
-% legend style={at={(1.0,-0.2)},
-% anchor=north,legend columns=-1},
-% ybar interval=0.7,
-% ]
-% \addplot
-% coordinates {(0.0,1) (1.4,288) (2.8,50) (4.3,15) (5.7,6) (7.2,1) (8.6,1) (11.5,1) };
-% \addplot
-% coordinates {(0.0,0) (1.4,266) (2.8,57) (4.3,24) (5.7,8) (7.2,7) (8.6,2) (11.5,0) };
-
-% \legend{$\delta'$,$\delta$}
-% \end{axis}
-% \end{tikzpicture}
-% \label{fig:enter-label}
-% \end{subfigure}
-% \hfill
-% \begin{subfigure}[b]{0.45\textwidth}
-% \centering
-% \begin{tikzpicture}
-% \begin{axis}[
-% x tick label style={
-% /pgf/number format/1000 sep=},
-% xlabel=BERTScore,
-% enlargelimits=0.05,
-% legend style={at={(1.0,-0.2)},
-% anchor=north,legend columns=-1},
-% ybar interval=0.7,
-% ]
-% \addplot
-% coordinates {(0.38,0) (0.43,4) (0.47,46) (0.52,157) (0.56,119)
-% (0.61,31) (0.65,0) };
-% \addplot
-% coordinates {(0.38,0) (0.43,0) (0.47,11) (0.52,90) (0.56,197)
-% (0.61,60) (0.65,0) };
-
-% \legend{$\delta'$,$\delta$}
-% \end{axis}
-% \end{tikzpicture}
-% \label{fig:enter-label}
-% \end{subfigure}
-% \end{minipage}
-% }
-% \caption{Distribution of BERTScore and Blue-Metric without ($\delta$) and with passage retrieval ($\delta'$) in bins}
-% \end{figure}
-
-
-
-
-
-
-
-
-
-
-
-
-
-% ScatterPLOTS
-
-
+Additionally, because characters are more likely to be introduced in the first sentences where they appear in the book, I added an additional cutoff $\alpha$. This cutoff represents the percentage of relevant sentences (with character name occurrences) to which every sentence with name occurence will be taken, so the rule of taking every $n$-th sentence only affects sentences after the cutoff. Overall the passage retrieval for this experiment $R_{base}$ works as follows. Let $S = \{s_i \mid 1 \leq i \leq k \}$ be the set of size $k$ which contains all relevant sentences containig the character and $l$ be the maximum inputsize of the Llama query. We first definde a function $S_{t}(a, b) = \{ s_{ti} \mid a \cdot k \leq ti \leq b \cdot k \}$, that enables a range selection of sentences with a lower and upper limit and a parameter $t$ for the stepsize. If we now choose our $n$ the right way
+\[n = \begin{cases}
+ \left\lfloor \frac{k - \alpha k}{l}\right\rfloor & \text{if } k - \alpha k > l \\
+ 1 & \text{otherwise}
+ \end{cases} \] we can write $R_{base}$ as \[R_{base} = S_{1}(0, \alpha) \cup S_{n} ( \alpha, 1) \].
+I utilized the Mixtral 7B model with quantized weights to process the prompts. Quantization is a technique designed to reduce the computational and memory demands of running inference by using low-precision data types, such as 8-bit integers (int8), instead of the standard 32-bit floating-point (float32). This approach decreases memory storage requirements, theoretically lowers energy consumption, and accelerates operations like matrix multiplication through integer arithmetic. Moreover, it enables models to operate on embedded devices that may only support integer data types. I started with the smallest quantization level, $Q2_K$ weights, to achieve the quickest responses. For evaluation, I used BLEUScore and BERTScore to compare the generated results against manually written articles from fandom.com.\\
+For the analysis of the results, I decided to use boxplots, t-tests, and Spearman correlation. To quickly summarize, a paired t-test compares the means of two related groups to determine if there is a statistically significant difference between these means. I used them to have quantitative proof that the results improved after passage retrieval. A boxplot segregates the data into four parts by determining the three quartiles. Additionally, with the added histograms, it allows a better overview of the distribution of the data than just looking at the mean or median. The Spearman correlation evaluates monotonic relationships between two ranked variables, which helps to identify the general tendency of the passage retrieval.
+\subsection{Results}
\begin{figure}[H]
\centering
\makebox[\textwidth][c]{
@@ -204,22 +62,67 @@ Quantization is a method used to decrease the computational and memory demands o
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
title={Prompt 1},
- xlabel={$BLEU(\delta)$},
- ylabel={$BLEU(\delta')$},
+ title style={at={(0.2,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
- xtick distance=0.1, ytick distance=0.1
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
\addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=F1, y=wF1] {ressources/data/results.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0.35, xmax=0.65
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0.35, ymax=0.65
+ ]
+ \addplot [
+ hist={data min=0.35, data max=0.65, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results.csv};
\end{axis}
\end{tikzpicture}
\label{fig:prompt1}
@@ -228,21 +131,67 @@ Quantization is a method used to decrease the computational and memory demands o
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
title={Prompt 2},
- xlabel={$BLEU(\delta)$},
+ title style={at={(0.2,1.2)}, anchor=north},
+ xlabel={$BERT(P_{2}^{z})$},
+ % ylabel={$BLEU(P')$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
- xtick distance=0.1, ytick distance=0.1
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
\addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=F1, y=wF1] {ressources/data/results2.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results2.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0.35, xmax=0.65
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results2.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0.35, ymax=0.65
+ ]
+ \addplot [
+ hist={data min=0.35, data max=0.65, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results2.csv};
\end{axis}
\end{tikzpicture}
\label{fig:prompt2}
@@ -251,22 +200,67 @@ Quantization is a method used to decrease the computational and memory demands o
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
title={Prompt 3},
- xlabel={$BLEU(\delta)$},
- ylabel={$BLEU(\delta')$},
+ title style={at={(0.2,1.2)}, anchor=north},
+ xlabel={$BERT(P_{3}^{z})$},
+ ylabel={$BERT(P^{r})$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
- xtick distance=0.1, ytick distance=0.1
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
- \addplot[color=black, thick, dotted, domain=0:16] {x};
+ \addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=F1, y=wF1] {ressources/data/results3.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results3.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0.35, xmax=0.65
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results3.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0.35, ymax=0.65
+ ]
+ \addplot [
+ hist={data min=0.35, data max=0.65, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results3.csv};
\end{axis}
\end{tikzpicture}
\label{fig:prompt3}
@@ -275,140 +269,365 @@ Quantization is a method used to decrease the computational and memory demands o
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
title={Prompt 4},
- xlabel={$BLEU(\delta)$},
+ title style={at={(0.2,1.2)}, anchor=north},
+ xlabel={$BERT(P_{4}^{z})$},
+ % ylabel={$BLEU(P')$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
- xtick distance=0.1, ytick distance=0.1
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
- \addplot[color=black, thick, dotted, domain=0:16] {x};
+ \addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=F1, y=wF1] {ressources/data/results4.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results4.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0.35, xmax=0.65
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results4.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0.35, ymax=0.65
+ ]
+ \addplot [
+ hist={data min=0.35, data max=0.65, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/results4.csv};
\end{axis}
\end{tikzpicture}
\label{fig:prompt4}
\end{subfigure}
\end{minipage}
}
- \caption{Blue-Metric of Zero-Shot Characterizations generated with Llama without ($\delta$) and with passage retrieval ($\delta'$) from the literature}
+ \caption{Blue-Metric of Zero-Shot Characterizations generated with Llama without ($P$) and with passage retrieval ($P'$) from the literature}
\end{figure}
\begin{figure}[H]
\centering
\makebox[\textwidth][c]{
\begin{minipage}{1.1\textwidth}
+ \centering
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
title={Prompt 1},
- xlabel={$BERT(\delta)$},
- ylabel={$BERT(\delta')$},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
xmin=0, xmax=16,
- ymin=0, ymax=16
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
- \addplot[color=black, thick, dotted, domain=0:16] {x};
+ \addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=h, y=wh]
- {ressources/data/results.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0, xmax=16,
+ ymin=0, ymax=400
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0, ymax=16,
+ xmin=0, xmax=400
+ ]
+ \addplot [
+ hist={data min=0, data max=16, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results.csv};
\end{axis}
\end{tikzpicture}
- % \caption{Blue-Metric of Characterizations generated with Llama prompt 1 with and without additional textpassages from the literatur}
- \label{fig:enter-label}
+ \label{fig:prompt1}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 2},
- xlabel={$BERT(\delta)$},
- % ylabel={prompt with additional textpassages},
+ title={Prompt 1},
+ xlabel={$BERT(P_{2}^{z})$},
+ % ylabel={$BERT(P')$},
xmin=0, xmax=16,
- ymin=0, ymax=16
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
- \addplot[color=black, thick, dotted, domain=0:16] {x};
+ \addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=h, y=wh]
- {ressources/data/results.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results2.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0, xmax=16,
+ ymin=0, ymax=400
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=h, y=wh]{ressources/data/results2.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0, ymax=16,
+ xmin=0, xmax=400
+ ]
+ \addplot [
+ hist={data min=0, data max=16, handler/.style={xbar interval}, bins=30}, % Use ybar interval % Increase number of bins for better resolution
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results2.csv};
\end{axis}
\end{tikzpicture}
- % \caption{Blue-Metric of Characterizations generated with Llama prompt 1 with and without additional textpassages from the literatur}
- \label{fig:enter-label}
+ \label{fig:prompt2}
\end{subfigure}
\vspace{0.5cm}
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 3},
- xlabel={$BERT(\delta)$},
- ylabel={$BERT(\delta')$},
+ title={Prompt 1},
+ xlabel={$BERT(P_{3}^{z})$},
+ ylabel={$BERT(P^{r})$},
xmin=0, xmax=16,
- ymin=0, ymax=16
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
- \addplot[color=black, thick, dotted, domain=0:16] {x};
+ \addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=h, y=wh]
- {ressources/data/results.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results3.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0, xmax=16,
+ ymin=0, ymax=400
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results3.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0, ymax=16,
+ xmin=0, xmax=400
+ ]
+ \addplot [
+ hist={data min=0, data max=16, handler/.style={xbar interval}, bins=30}, % Use ybar interval % Increase number of bins for better resolution
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results3.csv};
\end{axis}
\end{tikzpicture}
- % \caption{BERTScore of Characterizations generated with Llama prompt 1 with and without additional textpassages from the literatur}
- \label{fig:enter-label}
+ \label{fig:prompt3}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
\centering
\begin{tikzpicture}
+ % Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 4},
- xlabel={$BERT(\delta)$},
- % ylabel={prompt with additional textpassages},
+ title={Prompt 1},
+ xlabel={$BERT(P_{4}^{z})$},
+ % ylabel={$BERT(P')$},
xmin=0, xmax=16,
- ymin=0, ymax=16
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
]
- \addplot[color=black, thick, dotted, domain=0:16] {x};
+ \addplot[color=black, thick, dotted] {x};
\addplot+[
color=blue,
only marks,
mark=o,
- mark size=1.0pt]
- table [col sep=comma, x=h, y=wh]
- {ressources/data/results.csv};
+ mark size=1.0pt
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results4.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0, xmax=16,
+ ymin=0, ymax=400
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results4.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0, ymax=16,
+ xmin=0, xmax=400
+ ]
+ \addplot [
+ hist={data min=0, data max=16, handler/.style={xbar interval}, bins=30}, % Use ybar interval % Increase number of bins for better resolution
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/results4.csv};
\end{axis}
\end{tikzpicture}
- % \caption{BERTScore of Characterizations generated with Llama prompt 1 with and without additional textpassages from the literatur}
- \label{fig:enter-label}
+ \label{fig:prompt4}
\end{subfigure}
\end{minipage}
}
- \caption{BERTScore of Zero-Shot Characterizations generated with Llama without ($\delta$) and with passage retrieval ($\delta'$) from the literatur}
+
+ \caption{BERTScore of Zero-Shot Characterizations generated with Llama without ($P$) and with passage retrieval ($P'$) from the literatur}
\end{figure}
+
%Other
@@ -430,7 +649,7 @@ Quantization is a method used to decrease the computational and memory demands o
cycle list={{blue}},
xtick = {1,2,3,4,5,6,7,8},
xticklabel style = {align=center, font=\small},
- xticklabels = {$\delta_{1}$, $\delta_{1}'$, $\delta_{2}$, $\delta_{2}'$, $\delta_{3}$, $\delta_{3}'$, $\delta_{4}$, $\delta_{4}'$},
+ xticklabels = {$P_{1}$, $P_{1}'$, $P_{2}$, $P_{2}'$, $P_{3}$, $P_{3}'$, $P_{4}$, $P_{4}'$},
xtick style = {draw=none},
ylabel = {$BLEU$}
]
@@ -582,7 +801,7 @@ Quantization is a method used to decrease the computational and memory demands o
\nextgroupplot[
xtick = {1,2,3,4,5,6,7,8},
xticklabel style = {align=center, font=\small},
- xticklabels = {$\delta_{1}$, $\delta_{1}'$, $\delta_{2}$, $\delta_{2}'$, $\delta_{3}$, $\delta_{3}'$, $\delta_{4}$, $\delta_{4}'$},
+ xticklabels = {$P_{1}$, $P_{1}'$, $P_{2}$, $P_{2}'$, $P_{3}$, $P_{3}'$, $P_{4}$, $P_{4}'$},
xtick style = {draw=none},
axis x line* = bottom,
axis y line = left,
@@ -701,23 +920,366 @@ Quantization is a method used to decrease the computational and memory demands o
\label{fig:boxplot}
\end{subfigure}
\vspace{1cm}
- \caption{Boxplots of BLEU- and BERTScores for every prompt ($\delta_{1}, \delta_{1}', \delta_{2},...,\delta_{4}'$)}
+ \caption{Boxplots of BLEU- and BERTScores for every prompt ($P_{1}, P_{1}', P_{2},...,P_{4}'$)}
+\end{figure}
+
+\begin{figure}[H]
+ \begin{center}
+ \begin{tabular}{|c|c||c|c|c|c|}
+ \hline
+ Prompt & Heuristic & T-Test & Spearman Correlation \\ [0.5ex]
+ \hline\hline
+ $P_{1}$ & BLEU & -15.0 (6.65e-40) & 0.62 (3.46e-40) \\
+ $P_{1}$ & BERT & -3.04 (2.56e-03) & 0.91 (4.34e-142) \\
+ $P_{2}$ & BLEU & -4.2 (3.08e-05) & 0.74 (1.23e-95) \\
+ $P_{2}$ & BERT & -2.58 (1.00e-02) & 0.92 (5.12e-224) \\
+ $P_{3}$ & BLEU & -15.52 (4.30e-45) & 0.7 (1.76e-79) \\
+ $P_{3}$ & BERT & -2.06 (3.94e-02) & 0.92 (2.51e-218) \\
+ $P_{4}$ & BLEU & -20.65 (4.30e-70) & 0.61 (6.66e-57) \\
+ $P_{4}$ & BERT & -4.0 (7.13e-05) & 0.92 (2.14e-220) \\
+ \hline\hline
+ \end{tabular}
+ \end{center}
+ \label{fig:prompts2}
+ \caption{T-Test and spearman correlation with according p-values after prompting llama3 and gemma2 with $P_{1}$ with and without a selection of embedded text chunks for passage retrieval}
\end{figure}
\subsection{Analysis}
-Obviously the method of passage retrieval used for this experiment isn't ideal, as regularly eliminating sentences could omit important context, also at this stage, the process of fetching fandom articles wasn't complete, resulting in a dataset with some duplicates and missing characterizations. Despite these limitations, the data is still sufficient to show two important aspects of the data. First, the results with passage retrieval are at least as good as, or already slightly better than, those without. Second, the results vary only slightly across the four different prompts. Befor we investigate that further lets have an more detailed look at the results.\\
-
-As we can see, the BLEU scores of each prompt mostly improve after passage retrieval. Although the maximum values of $\delta_{1}$ and $\delta_{2}$ have decreased slightly in $\delta_{1}'$ and $\delta_{2}'$, the minimum values, Q1, and Q3 have significantly increased, as observed in the box plots. For both $\delta_{3}$ and $\delta_{4}$, every box plot quartile has improved.\\
+Having a more detailed look at the results, we can see that the BLEU scores of each prompt mostly improve after passage retrieval. Although the maximum values of $P_{1}^{z}$ and $P_{2}^{z}$ have decreased slightly in $P_{1}^{r}$ and $P_{2}^{r}$, the minimum values, Q1, and Q3 have significantly increased, as observed in the box plots. For both $P_{3}^{z}$ and $P_{4}^{z}$, every box plot quartile has improved.\\
For BERTScore, the improvement isn't quite as visible. In fact, the upper quartiles have a lower maximum after passage retrieval, but Q1-Q3 has improved slightly for every prompt. Consequently, the results are more compact. Some outliers close to the maximum in Q4 might score so high prior to passage retrieval due to Llama being trained on similar information to the fandom articles. Especially when generating summaries for main characters, Llama might already have a great knowledge base for that character, and relying solely on the additional passed sentences might therefore be hindering in generating a good characterization.\\
-In summary, semantically, the results have only improved slightly and the different wordings in the prompts definately have an influence on the results average and variance (ref figure).
+Obviously the method of passage retrieval used for this experiment isn't ideal, as regularly eliminating sentences could omit important context, also at this stage, the process of fetching fandom articles wasn't complete, resulting in a dataset with some duplicates and missing characterizations. Despite these limitations, the data is still sufficient enough to show two important aspects. First, the results with passage retrieval are at least as good as, or already slightly better than, those without. The similarity of the vocabulary has increased quite significantly whereas semantics seem only to have improved slightly.
+Second, the results and the different wordings in the prompts definately have an influence on the results average and variance \ref*{fig:enter-label}. Nevertheless choosing the right prompt for this task isn't as simple as choosing the results with the highest score average, a low variance is even more crucial since testifies a higher precision and is therefore a more accurate prompt for archieving the desired output. Based on this deduction and the observations of BERT- and BLEUScore i will continue the next experiment with prompt $P_{2}$.\\since it had the highest results in both metrics and will improve on the method for passage retrieval.
\newpage
\section{Selected Embedded chunks}
-We will now continue with prompt 1 from the base experiment since it had the highest results in both metrics. We will now improve on the method for passage retrieval.
\ No newline at end of file
+We will now continue with $P_{1}$ from the base experiment. Instead of selecting $n$ sentences that just containt the name, we first chunk each books into roughly 1000 character big chunks and then use BERT to create embeddings. Then we are trying to retrieve the chunks that describe the character best.
+
+
+
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title={(Llama3)},
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[color=black, thick, dotted] {x};
+ \addplot+[
+ color=blue,
+ only marks,
+ mark=o,
+ mark size=1.0pt
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0.35, xmax=0.65
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution, % Use ybar interval
+ fill=gray!50
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0.35, ymax=0.65
+ ]
+ \addplot [
+ hist={data min=0.35, data max=0.65, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \label{fig:prompt1}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title={(Gemma2)},
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ % ylabel={$BLEU(P')$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[color=black, thick, dotted] {x};
+ \addplot+[
+ color=blue,
+ only marks,
+ mark=o,
+ mark size=1.0pt
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval2.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0.35, xmax=0.65
+ ]
+ \addplot [
+ hist={data=x, bins=30},
+ fill=gray!50
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval2.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0.35, ymax=0.65
+ ]
+ \addplot [
+ hist={data min=0.35, data max=0.65, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval2.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \label{fig:prompt2}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \caption{Blue-Metric of Zero-Shot Characterizations generated with Llama3 and Gemma2 without ($P$) and with passage retrieval ($P'$) from the literature}
+\end{figure}
+
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title={(Llama3)},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[color=black, thick, dotted] {x};
+ \addplot+[
+ color=blue,
+ only marks,
+ mark=o,
+ mark size=1.0pt
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0, xmax=16,
+ ymin=0, ymax=400
+ ]
+ \addplot [
+ hist={data=x, bins=30},
+ fill=gray!50
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0, ymax=16,
+ xmin=0, xmax=400
+ ]
+ \addplot [
+ hist={data min=0, data max=16, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \label{fig:prompt1}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title={(Gemma2)},
+ xlabel={$BERT(P_{1}^{z})$},
+ % ylabel={$BERT(P')$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[color=black, thick, dotted] {x};
+ \addplot+[
+ color=blue,
+ only marks,
+ mark=o,
+ mark size=1.0pt
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval2.csv};
+ \end{axis}
+
+ % Histogram for the x axis
+ \begin{axis}[
+ anchor=south west,
+ at={(main axis.north west)},
+ height=3cm,
+ width=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=bottom,
+ axis y line*=left,
+ axis line style={draw=none},
+ xmin=0, xmax=16,
+ ymin=0, ymax=400
+ ]
+ \addplot [
+ hist={data=x, bins=30}, % Increase number of bins for better resolution
+ fill=gray!50
+ ] table [col sep=comma, x=h, y=wh]{ressources/data/normal_eval2.csv};
+ \end{axis}
+
+ % Histogram for the y axis
+ \begin{axis}[
+ anchor=north west,
+ at={(main axis.north east)},
+ width=3cm,
+ height=\textwidth,
+ xtick=\empty,
+ ytick=\empty,
+ axis x line*=top,
+ axis y line*=right,
+ axis line style={draw=none},
+ ymin=0, ymax=16,
+ xmin=0, xmax=400
+ ]
+ \addplot [
+ hist={data min=0, data max=16, handler/.style={xbar interval}, bins=30}, % Use ybar interval
+ fill=gray!50,
+ x filter/.code=\pgfmathparse{rawy}, % Interpret the x values of the histogram as y values
+ y filter/.code=\pgfmathparse{rawx} % And vice versa
+ ] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval2.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \label{fig:prompt2}
+ \end{subfigure}
+ \end{minipage}
+ }
+
+ \caption{BERTScore of Zero-Shot Characterizations generated with Llama3 and Gemma2 without ($P$) and with passage retrieval ($P'$) from the literature}
+\end{figure}
+
+
+
+
+\begin{figure}[H]
+ \begin{center}
+ \begin{tabular}{|c|c||c|c|c|c|}
+ \hline
+ Model & Heuristic & T-Test & Spearman Correlation \\ [0.5ex]
+ \hline\hline
+ llama3 & BLEU & -10.31 (6.99e-23) & 0.55 (2.40e-43) \\
+ \hline
+ llama3 & BERT & -7.42 (4.52e-13) & 0.77 (1.03e-106) \\
+ \hline
+ Gemma2 & BLEU & -14.29 (1.64e-39) & 0.53 (7.09e-40) \\
+ \hline
+ Gemma2 & BERT & -3.69 (2.43e-4) & 0.56 (6.30e-46) \\
+ \hline
+ \hline
+ \end{tabular}
+ \end{center}
+ \label{fig:prompts2}
+ \caption{T-Test and spearman correlation with according p-values after prompting llama3 and gemma2 with $P_{1}$ with and without a selection of embedded text chunks for passage retrieval}
+\end{figure}
+
+
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diff --git a/masterthesis.bbl b/masterthesis.bbl
index fc64f39..e69de29 100644
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- \field{abstract}{Recent coreference resolution models rely heavily on span representations to find coreference links between word spans. As the number of spans is $O(n^2)$ in the length of text and the number of potential links is $O(n^4)$, various pruning techniques are necessary to make this approach computationally feasible. We propose instead to consider coreference links between individual words rather than word spans and then reconstruct the word spans. This reduces the complexity of the coreference model to $O(n^2)$ and allows it to consider all potential mentions without pruning any of them out. We also demonstrate that, with these changes, SpanBERT for coreference resolution will be significantly outperformed by RoBERTa. While being highly efficient, our model performs competitively with recent coreference resolution systems on the OntoNotes benchmark.}
- \field{booktitle}{Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing}
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- \field{booktitle}{Proceedings of the 17th Conference on Natural Language Processing (KONVENS 2021)}
- \field{month}{6--9 9}
- \field{title}{Neural End-to-end Coreference Resolution for {G}erman in Different Domains}
- \field{year}{2021}
- \field{pages}{170\bibrangedash 181}
- \range{pages}{12}
- \verb{urlraw}
- \verb https://aclanthology.org/2021.konvens-1.15
- \endverb
- \verb{url}
- \verb https://aclanthology.org/2021.konvens-1.15
- \endverb
- \endentry
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diff --git a/masterthesis.bcf b/masterthesis.bcf
index 80aab06..7036157 100644
--- a/masterthesis.bcf
+++ b/masterthesis.bcf
@@ -2372,10 +2372,11 @@
<bcf:datasource type="file" datatype="bibtex" glob="false">_bibliography.bib</bcf:datasource>
</bcf:bibdata>
<bcf:section number="0">
- <bcf:citekey order="1" intorder="1">schroder-etal-2021-neural</bcf:citekey>
- <bcf:citekey order="2" intorder="1">dobrovolskii-2021-word</bcf:citekey>
- <bcf:citekey order="3" intorder="1">10.1007/3-540-36127-8_20</bcf:citekey>
- <bcf:citekey order="4" intorder="1">brahman-etal-2021-characters-tell</bcf:citekey>
+ <bcf:citekey order="1" intorder="1">10.1007/3-540-36127-8_20</bcf:citekey>
+ <bcf:citekey order="2" intorder="1">brahman-etal-2021-characters-tell</bcf:citekey>
+ <bcf:citekey order="3" intorder="1">schroder-etal-2021-neural</bcf:citekey>
+ <bcf:citekey order="4" intorder="1">schroder-etal-2021-neural</bcf:citekey>
+ <bcf:citekey order="5" intorder="1">dobrovolskii-2021-word</bcf:citekey>
</bcf:section>
<!-- SORTING TEMPLATES -->
<bcf:sortingtemplate name="anyt">
diff --git a/masterthesis.fdb_latexmk b/masterthesis.fdb_latexmk
index 89bc302..eba24e3 100644
--- a/masterthesis.fdb_latexmk
+++ b/masterthesis.fdb_latexmk
@@ -1,23 +1,21 @@
# Fdb version 4
-["biber masterthesis"] 1718729071.27769 "masterthesis.bcf" "masterthesis.bbl" "masterthesis" 1719008558.24882 0
- "_bibliography.bib" 1716391331 6346 b914bbdad333d562f7ed4fca08e399d0 ""
- "masterthesis.bcf" 1719008558 108917 e03a5bf58039b649aef246b5adda42f8 "pdflatex"
+["biber masterthesis"] 1721418358.72647 "masterthesis.bcf" "masterthesis.bbl" "masterthesis" 1721466440.60445 0
+ "_bibliography.bib" 1721417266 6548 3a148e74c262e18ef3c412eb022e9a7e ""
+ "masterthesis.bcf" 1721466440 108997 bcf99afa8345e0ee0af30f1761279c5e "pdflatex"
(generated)
"masterthesis.bbl"
"masterthesis.blg"
(rewritten before read)
-["pdflatex"] 1719008553.74917 "c:/Users/danie/Desktop/Masterarbbeit NLP/masterthesis.tex" "masterthesis.pdf" "masterthesis" 1719008558.24929 0
+["pdflatex"] 1721466433.16013 "c:/Users/danie/Desktop/Masterarbbeit NLP/masterthesis.tex" "masterthesis.pdf" "masterthesis" 1721466440.6049 0
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INPUT ressources\data\results3.csv
INPUT ressources\data\results4.csv
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INPUT ressources\data\results.csv
INPUT ressources\data\results.csv
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-Output written on masterthesis.pdf (31 pages, 660457 bytes).
+<C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmex10.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmmi10.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr10.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmsy10.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/public/mathpazo/fplmr.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/public/mathpazo/fplmri.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/urw/palatino/uplb8a.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/urw/palatino/uplr8a.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/urw/palatino/uplr8a.pfb><C:/Users/danie/AppData/Local/Programs/MiKTeX/fonts/type1/urw/palatino/uplri8a.pfb>
+Output written on masterthesis.pdf (33 pages, 961179 bytes).
PDF statistics:
- 370 PDF objects out of 1000 (max. 8388607)
- 69 named destinations out of 1000 (max. 500000)
- 234 words of extra memory for PDF output out of 10000 (max. 10000000)
+ 374 PDF objects out of 1000 (max. 8388607)
+ 75 named destinations out of 1000 (max. 500000)
+ 247 words of extra memory for PDF output out of 10000 (max. 10000000)
diff --git a/masterthesis.pdf b/masterthesis.pdf
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diff --git a/masterthesis.run.xml b/masterthesis.run.xml
index b188ef5..9bed8d6 100644
--- a/masterthesis.run.xml
+++ b/masterthesis.run.xml
@@ -41,7 +41,7 @@
>
]>
<requests version="1.0">
- <internal package="biblatex" priority="9" active="0">
+ <internal package="biblatex" priority="9" active="1">
<generic>latex</generic>
<provides type="dynamic">
<file>masterthesis.bcf</file>
@@ -61,7 +61,7 @@
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</requires>
</internal>
- <external package="biblatex" priority="5" active="0">
+ <external package="biblatex" priority="5" active="1">
<generic>biber</generic>
<cmdline>
<binary>biber</binary>
diff --git a/masterthesis.synctex(busy) b/masterthesis.synctex(busy)
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diff --git a/masterthesis.toc b/masterthesis.toc
index 7ca0521..90a071c 100644
--- a/masterthesis.toc
+++ b/masterthesis.toc
@@ -1,29 +1,30 @@
\babel@toc {german}{}\relax
\contentsline {chapter}{\numberline {1}Introduction}{1}{chapter.1}%
\contentsline {chapter}{\numberline {2}Methodology}{3}{chapter.2}%
-\contentsline {section}{\numberline {2.1}Embeddings/Token}{3}{section.2.1}%
-\contentsline {section}{\numberline {2.2}The Transformer}{3}{section.2.2}%
-\contentsline {subsection}{\numberline {2.2.1}Encoder}{3}{subsection.2.2.1}%
-\contentsline {subsection}{\numberline {2.2.2}Decoder}{3}{subsection.2.2.2}%
-\contentsline {section}{\numberline {2.3}BERT}{4}{section.2.3}%
-\contentsline {subsection}{\numberline {2.3.1}Embeddings}{4}{subsection.2.3.1}%
-\contentsline {subsection}{\numberline {2.3.2}BERTScore}{5}{subsection.2.3.2}%
-\contentsline {section}{\numberline {2.4}LLMs}{6}{section.2.4}%
-\contentsline {section}{\numberline {2.5}BLEU-Score}{6}{section.2.5}%
-\contentsline {section}{\numberline {2.6}Query generation}{6}{section.2.6}%
-\contentsline {section}{\numberline {2.7}weights quantized uniserve3r llama.cpp}{7}{section.2.7}%
-\contentsline {chapter}{\numberline {3}Related Work}{9}{chapter.3}%
-\contentsline {chapter}{\numberline {4}Gathering of literature}{11}{chapter.4}%
-\contentsline {chapter}{\numberline {5}Experiments}{13}{chapter.5}%
-\contentsline {section}{\numberline {5.1}Base Experiment}{13}{section.5.1}%
-\contentsline {subsection}{\numberline {5.1.1}Results}{16}{subsection.5.1.1}%
-\contentsline {subsection}{\numberline {5.1.2}Analysis}{18}{subsection.5.1.2}%
-\contentsline {section}{\numberline {5.2}Selected Embedded chunks}{20}{section.5.2}%
-\contentsline {chapter}{\numberline {6}Conclusion}{21}{chapter.6}%
-\contentsline {section}{\numberline {6.1}summary}{21}{section.6.1}%
-\contentsline {section}{\numberline {6.2}future work}{21}{section.6.2}%
-\contentsline {section}{\numberline {6.3}note of thanks}{21}{section.6.3}%
-\contentsline {chapter}{\nonumberline Literatur}{23}{chapter*.7}%
-\contentsline {chapter}{\numberline {7}Appendix}{25}{chapter.7}%
-\contentsline {chapter}{Eidesstattliche Versicherung}{27}{chapter*.8}%
+\contentsline {section}{\numberline {2.1}Related Work}{3}{section.2.1}%
+\contentsline {subsection}{\numberline {2.1.1}Project Gutenberg}{4}{subsection.2.1.1}%
+\contentsline {section}{\numberline {2.2}RAG}{4}{section.2.2}%
+\contentsline {section}{\numberline {2.3}Query generation}{5}{section.2.3}%
+\contentsline {chapter}{\numberline {3}Related Work}{7}{chapter.3}%
+\contentsline {section}{\numberline {3.1}Tokenization}{7}{section.3.1}%
+\contentsline {section}{\numberline {3.2}The Transformer}{7}{section.3.2}%
+\contentsline {subsection}{\numberline {3.2.1}Encoder}{8}{subsection.3.2.1}%
+\contentsline {subsection}{\numberline {3.2.2}Decoder}{9}{subsection.3.2.2}%
+\contentsline {section}{\numberline {3.3}BERT}{9}{section.3.3}%
+\contentsline {subsection}{\numberline {3.3.1}Embeddings}{9}{subsection.3.3.1}%
+\contentsline {subsection}{\numberline {3.3.2}Fine-Tuning}{10}{subsection.3.3.2}%
+\contentsline {subsection}{\numberline {3.3.3}BERTScore}{10}{subsection.3.3.3}%
+\contentsline {section}{\numberline {3.4}BLEU-Score}{11}{section.3.4}%
+\contentsline {chapter}{\numberline {4}Gathering of literature}{13}{chapter.4}%
+\contentsline {chapter}{\numberline {5}Experiments}{15}{chapter.5}%
+\contentsline {section}{\numberline {5.1}Base Experiment}{15}{section.5.1}%
+\contentsline {subsection}{\numberline {5.1.1}Results}{18}{subsection.5.1.1}%
+\contentsline {subsection}{\numberline {5.1.2}Analysis}{21}{subsection.5.1.2}%
+\contentsline {section}{\numberline {5.2}Selected Embedded chunks}{22}{section.5.2}%
+\contentsline {chapter}{\numberline {6}Conclusion}{25}{chapter.6}%
+\contentsline {section}{\numberline {6.1}summary}{25}{section.6.1}%
+\contentsline {section}{\numberline {6.2}future work}{25}{section.6.2}%
+\contentsline {section}{\numberline {6.3}note of thanks}{25}{section.6.3}%
+\contentsline {chapter}{\numberline {7}Appendix}{27}{chapter.7}%
+\contentsline {chapter}{Eidesstattliche Versicherung}{29}{chapter*.13}%
\providecommand \tocbasic@end@toc@file {}\tocbasic@end@toc@file
diff --git a/methodology.aux b/methodology.aux
index efe139a..fc9deee 100644
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diff --git a/methodology.tex b/methodology.tex
index 70b538a..6806109 100644
--- a/methodology.tex
+++ b/methodology.tex
@@ -1,93 +1,67 @@
\chapter{Methodology}
+\section{Related Work}
+Now first of all there already has been a decent amount of approaches for automatic text-summarization.\\
+One of the oldest and most cited papers from 2002 belongs to ``Automatic Text Summarization Using a Machine Learning Approach'' from \cite{10.1007/3-540-36127-8_20}. It describes a summarization procedure based on naive Bayes and C4.5 decision tree with different compression rates. The results where it utilizes the Naive Bayes classifier and a higher compression rate beeing more yielding better precision and recall.
+Creating a Characterization is quite similar to making a Summarization of character related content but could also include deductions made from the behavior of that character.
+A recent Paper from 2021 \cite{brahman-etal-2021-characters-tell} presents a dataset called LiSCU (Literary Summaries with Character Understanding) that aims to facilitate research in character-centric narrative understanding. They used techniques for Character Identification, where the goal is to identify a character's name from an anonymized description, and Character Description Generation, which involves generating a description for a given character based on a literature summary.
+might exceed model limits:
+Length Truncation: Simply truncating the summary at the end.
+Coreference Truncation: Using SpanBERT to identify sentences in the summary that mention the character, focusing on these sentences.
-\section{Embeddings/Token}
+GPT-2: With a maximum input length of 1024 tokens.
+BART (Bidirectional and Auto-Regressive Transformers): Extended to accept up to 2048 tokens.
-\section{The Transformer}
-The Transformer architecture is a powerful tool in natural language processing (NLP) tasks, particularly adept at sequence-to-sequence problems like machine translation. It relies on an encoder-decoder structure to process and generate textual data.
-The encoder processes the input sequence and generates a contextualized representation for each token.
-This encoded representation is passed to the decoder.
-The decoder starts generating the output sequence one token at a time.
-At each step, it uses masked self-attention to consider previously generated tokens and encoder-decoder attention to refer back to the encoded source sentence.
-Based on this combined information, the decoder predicts the next most likely token in the output sequence.
-\subsection{Encoder}
+Longformer: Leveraged for its efficient encoding mechanism to handle long texts, allowing inputs up to 16,384 tokens when using the full text of books.
-The encoder takes an input sequence, like a sentence, and breaks it down into individual tokens (words or sub-words).
-Each token is mapped to an embedding vector, capturing its semantic meaning.
-The encoder then uses multiple encoder blocks to process the sequence.
-Each encoder block contains two sub-layers:
-Self-attention mechanism: This allows the model to understand the relationships between different words in the input sequence. It analyzes each token and assigns weights to other tokens based on their relevance. This creates a contextually rich representation for each token.
-Feed-forward neural network: This further refines the encoded representation by applying non-linear transformations.
+BLEU-4, ROUGE-n (n=1, 2), ROUGE-L F-1 scores, and BERTScore to measure similarity and quality.
-\subsection{Decoder}
-The decoder's role is to generate the output sequence based on the encoded representation from the encoder.
-It also uses multiple decoder blocks, similar to the encoder.
-Each decoder block has two additional sub-layers compared to the encoder block:
-Masked self-attention: Similar to the self-attention in the encoder, but it only attends to the previously generated tokens in the output sequence to avoid predicting future words based on information not yet generated.
-Encoder-decoder attention: This mechanism allows the decoder to attend to the encoded representation from the encoder, effectively looking back at the source sentence for context when generating the target sequence.
-Overall Process:
+performed better with length truncation
+Errors in coreference resolution impacted the coreference truncation performance.
-\section{BERT}
-BERT (Bidirectional Encoder Representations from Transformers) is a pre-trained language representation model introduced by Devlin et al. in 2019 (ref). Its based on the Transformer architecture from\dots but instead of using in contrast to using both, an encoder and a decoder as in the original transformer, BERT only utilizes the encoder component.
-why?
+\cite*{schroder-etal-2021-neural}
+coarse-to-fine approach, which first generates coarse coreference clusters and then refines them. This method allows the model to handle the complexity of coreference resolution by breaking it down into more manageable steps.
+Two primary neural network models were developed: the base model and the large model. The large model uses the ELECTRA-large model for contextual embeddings, while the base model uses the ELECTRA-base model.
+Data Preprocessing
+% The models were trained on multiple datasets, including SemEval-2010, TüBa-D\\/Z, OntoNotes 5.0, and the DROC dataset. These datasets provide a diverse range of documents, which helps in training robust coreference resolution models.
+Special attention was given to handling singletons, which are mentions that do not corefer with any other mention in the document. A discard functionality was introduced to manage singletons effectively.
+Training and Evaluation:
-At that time, it achieved state-of-the-art results on many
-common NLP tasks such as sentiment analysis, text prediction, or named entity recognition.
+The models were trained using a variety of loss functions and optimization techniques to ensure convergence and high performance.
+The performance was measured using the CoNLL-F1 score, which is a standard metric for coreference resolution tasks.
+Results
+Performance
-BERT introduces two pre-training
-objectives, the masked language model objective, and the next sentence prediction objective.
-a. This pre-training involves two main tasks:
+% The coarse-to-fine models significantly outperformed previous state-of-the-art systems on both the SemEval-2010 and TüBa-D/Z datasets. The improvements were substantial, with the model achieving an increase of +25.85 F1 on SemEval-2010 and +30.25 F1 on TüBa-D\\/Z.
+% Even when compared to systems using gold mentions, which are mentions manually annotated in the dataset, the models still showed a performance increase of more than 10 F1 points.
+% Impact of Model Variations
-Masked Language Modeling (MLM): Predicting masked words in a sentence, considering both left and right context.
-Next Sentence Prediction (NSP): Classifying whether two sentences follow each other logically.
+% The use of the ELECTRA-large model for contextual embeddings provided a small but notable improvement over the base model, with an increase of +1.58 F1 on TüBa-D\\/Z and +1.92 F1 on SemEval-2010.
+% Different configurations and model variations were tested to analyze their impact on performance. It was found that models including a discard functionality for singletons performed better.
+% Error Analysis
-After pre-training, BERT can be fine-tuned for specific tasks by adding a small layer on top of the pre-trained model. This fine-tuning is much faster and cheaper than pre-training the entire model from scratch.
+The error analysis indicated that the coarse-to-fine model generally produced accurate coreference links both locally and document-wide. However, there were frequent errors related to missed and added mentions. These errors were attributed to inconsistent training signals and the inherent complexity of coreference tasks.
+The analysis also highlighted that the model’s performance decreases as the document length increases, which aligns with previous findings in coreference resolution research.
+Visualizations and Examples:
-\subsection{Embeddings}
-The three matrices in BERT—token embeddings, segment embeddings, and positional embeddings—are generated as part of the model's training process.
+The paper includes visualizations and specific examples to demonstrate the model’s predictions on unseen documents. These examples show how the model accurately predicts coreference relationships in complex sentences, validating its effectiveness in practical scenarios.
+Overall, the methods and results presented in the paper highlight the significant advancements made in coreference resolution through the use of coarse-to-fine neural network models. The study provides a comprehensive evaluation of these models, demonstrating their superiority over existing systems .
-For each unique Token ID (i.e. for each of the 30,522 words and subwords in the BERT Tokenizer’s vocabulary), the BERT model contains an embedding that is trained to represent that specific token. The Embedding Layer within the model is responsible for mapping tokens to their corresponding embeddings.
-
-Before a string of text is passed to the BERT model, the BERT Tokenizer is used to convert the input from a string into a list of integer Token IDs, where each ID directly maps to a word or part of a word in the original string.
-
-In addition to the Token Embeddings described so far, BERT also relies on Position Embeddings. While Token Embeddings are used to represent each possible word or subword that can be provided to the model, Position Embeddings represent the position of each token in the input sequence.
-
-The final type of embedding used by BERT is the Token Type Embedding, also called the Segment Embedding in the original BERT Paper. One of the tasks that BERT was originally trained to solve was Next Sentence Prediction. That is, given two sentences A and B, BERT was trained to determine whether B logically follows A.
-
-
-\subsection{BERTScore}
-BERTScore is an evaluation metric that utilizes the BERT model to compare texts more semantically than traditional metrics like BLEU. It leverages the contextualized embeddings provided by a pre-trained BERT model to assess the similarity between candidate and reference texts.\\
-
-The process begins by inputting both candidate and reference texts into the BERT model, which generates contextualized embeddings for each token in both texts. For each token, the similarity between its embedding and every token embedding in the comparison text is calculated using cosine similarity. This results in a similarity matrix where each entry represents the cosine similarity between the embeddings of a pair of tokens (one from the candidate sentence and one from the reference sentence).\\
-cosine similarity?
-
-The metric is computed symmetrically as follows:\\
-
-For each token embedding in the candidate sentence, find the maximum similarity score with any token embedding in the reference sentence, and average these scores across all tokens in the candidate sentence to obtain precision.\\
-
-Similarly, for each token embedding in the reference sentence, find the maximum similarity score with any token embedding in the candidate sentence, and average these scores across all tokens in the reference sentence to obtain recall.
-
-\[P_{BERT} = \frac{1}{|\hat{x}|} \sum_{\hat{x}_j\in \hat{x}} \max_{x_i \in x} x_i^T \hat{x_j} \]
-\[R_{BERT} = \frac{1}{|x|} \sum_{x_i \in x} \max_{\hat{x}_j\in \hat{x}} x_i^T \hat{x_j} \]
-
-
-
-Finally the $F_1$-score (an $F$-measure)
-is computed as the harmonic mean of precision and recall and is providing a balanced measure that considers both the model's ability to capture relevant information and its accuracy in predicting new text equally.
-
-\[F_{BERT} = 2\frac{P_{BERT}R_{BERT}}{P_{BERT} + R_{BERT}} \]
-\section{LLMs}
-\section{BLEU-Score}
+\subsection{Project Gutenberg}
+Project Gutenberg, founded in 1971 by Michael S. Hart, is one of the oldest and most extensive digital libraries, aimed at providing free access to a vast collection of over 60,000 eBooks. Hart's initiative began with the digitization of the United States Declaration of Independence, setting the stage for the project's goal of democratizing access to literature and cultural works. Named after Johannes Gutenberg, the inventor of the printing press, Project Gutenberg echoes his mission of making written works widely accessible. The Project Gutenberg Literary Archive Foundation, a non-profit organization, oversees the project's administration, legal issues, and fundraising efforts.
+\section{RAG}
+In contrast to their approach for Character Description Generation which required modeling long-range dependencies, I am using Retrieval-augmented generation (RAG), which is a technique to improve the quality of LLM-generated responses by grounding the model on external sources. LLMs are inconsistent in terms of producing same quality responses for each and every topic, since they knowledge is based on finite amount of information, that isn't equally distributed for every potential topic. But Retrieval-augmented generation doesn't only reduce the need for internal sources (continuous training, lowering computational and financial costs) but also ensures that the model has access to the most current, reliable facts.
+In this thesis I am primarily focusing on getting those important properties and behavior (key features) from the characters described in the literature to achieve better characterizations with grounded models that utilize this external information.
\section{Query generation}
@@ -110,12 +84,4 @@ The generated characterizations can be evaluated both qualitatively and quantita
Since language models are typically trained on extensive data, they might already contain information about certain books. To test this, we can compare queries that include key sentences to those that omit them. If the model produces the same output despite the missing key information, it suggests prior training on that data. Additionally, using books released after the model's training period ensures no pre-existing knowledge about the characters.\\
-Existing human-written characterizations will serve as benchmarks for assessing the model's output in terms of style, content, structure, and level of detail.
-
-
-i set up a ssh connection with the nlp-servers on the informatikum in order to be
-able to use their Llama models on their much more powerful GPUs and used HTTP-Requests
-in order to make prompts and get the results. For the weights of the model i used:
-
-
-\section{weights quantized uniserve3r llama.cpp}
\ No newline at end of file
+Existing human-written characterizations will serve as benchmarks for assessing the model's output in terms of style, content, structure, and level of detail.
\ No newline at end of file
diff --git a/related_work.aux b/related_work.aux
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diff --git a/related_work.tex b/related_work.tex
index 6a7d7c8..256dc2c 100644
--- a/related_work.tex
+++ b/related_work.tex
@@ -1,6 +1,142 @@
\chapter{Related Work}
-Now first of all there already has been a decent amount of approaches for automatic text-summarization.
-One of the oldest and most cited papers belongs to "Automatic Text Summarization Using a Machine Learning Approach" \cite{10.1007/3-540-36127-8_20}. It describes a summarization procedure based on trainable Machine Learning algorithms. Creating a Characterization is quite similar to making a Summarization of character related content but could also include deductions made from the behavior of that character.
-A recent Paper from 2021 \cite{brahman-etal-2021-characters-tell} presents a dataset called LiSCU (Literary Summaries with Character Understanding) that aims to facilitate research in character-centric narrative understanding. They used techniques for Character Identification, where the goal is to identify a character's name from an anonymized description, and Character Description Generation, which involves generating a description for a given character based on a literature summary. In contrast to their approach for Character Description Generation which required modeling long-range dependencies, I am using
-Retrieval-augmented generation (RAG), which is a technique to improve the quality of LLM-generated responses by grounding the model on external sources. LLMs are inconsistent in terms of producing same quality responses for each and every topic, since they knowledge is based on finite amount of information, that isn't equally distributed for every potential topic. But Retrieval-augmented generation doesn't only reduce the need for internal sources (continuous training, lowering computational and financial costs) but also ensures that the model has access to the most current, reliable facts.
-In this thesis I am primarily focusing on getting those important properties and behavior (key features) from the characters described in the literature to achieve better characterizations with grounded models that utilize this external information.
\ No newline at end of file
+
+\section{Tokenization}
+Tokens are the fundamental units of data processing in natural language processing (NLP). A token is the smallest meaningful unit of text, which can be a word, subword, or even a single character or punctuation mark. Tokenization is typically performed at one of three levels: single characters (character-based tokenization), subwords (subword-based tokenization), or whole words (word-based tokenization).
+
+In most modern NLP models, subword tokenization is predominantly used. This technique breaks words into smaller units, such as prefixes and suffixes. Unlike word-based tokenizers, which generate a very large vocabulary and suffer from a loss of meaning across very similar words as well as a large quantity of out-of-vocabulary tokens, or character-based tokenization, where each token has minimal meaning in context and the overall number of tokens on a tokinzed text is enormous, subword-based tokenization seeks to find a middle ground. The idea is to decompose rare words into meaningful subwords while maintaining few to single tokens for every meaningful or frequently used word.
+
+Subword tokenizers are employed in almost every widely-used large language model (LLM) such as GPT-2, Llama 3, and in large pre-trained language models like BERT.
+
+% https://huggingface.co/docs/transformers/en/tokenizer_summary
+
+
+\section{The Transformer}
+The Transformer architecture, introduced in June 2017, marked a significant advancement in natural language processing (NLP), initially focusing on sequence-to-sequence NLP problems like machine translation tasks. However, its capabilities quickly revealed a broader potential, particularly in developing large language models (LLMs). These models are trained on vast amounts of raw text using self-supervised learning, a method where the training objective is derived automatically from the input data. After that the model developed a statistically understanding of the language but still needs to be improved by e.g. masked language-modeling or causal language modeling. The Tranformer consists of a encoder and a decoder.
+% https://arxiv.org/abs/1706.03762
+
+
+
+\begin{figure}[h]
+
+ \centering
+ \includegraphics[width=6cm]{ressources/images/Transformer.png}
+ \caption{transformer architecture from the original paper}
+ \end{figure}
+\subsection{Encoder}
+The encoder takes an input sequence, and breaks it down into individual tokens (words or sub-words).
+For each token an embedding vector is computed, which is a numerical representation of that token, capturing its semantic meaning.
+
+A key component of the encoder is the self-attention mechanism. Self-attention enables the model to consider the entire sequence when encoding each token, allowing it to weigh the relevance of other tokens in the input sequence dynamically. For each token, the self-attention mechanism computes attention scores that determine the influence of all other tokens in the sequence. So the generated embedded vector for each token does not only represent the token alone but also its left and right contextual influence.
+
+
+The encoder consists of multiple identical layers, or encoder blocks. Each encoder block contains two main sub-layers:
+
+\begin{itemize}
+ \item \textbf{Multi-Head Self-Attention Layer}: This sub-layer allows the model to attend to different parts of the sequence from multiple perspectives or "heads." Each head performs self-attention independently, and their outputs are concatenated and linearly transformed to provide a richer representation.
+
+ \item \textbf{Feed-Forward Layer}: After the self-attention sub-layer, each token's representation is passed through a feed-forward neural network. This layer is a simple fully connected feed-forward network applied to each position (word) in the sequence independently and identically. It consists of two linear transformations with a ReLU activation in between, allowing the model to apply non-linear transformations and further refine the encoded representation.
+\end{itemize}
+
+Both sub-layers in the encoder block are followed by residual connections and layer normalization, which help in stabilizing the training and improving convergence.
+
+\subsection{Decoder}
+The decoder works quiet similar to the encoder and can be also be used for same tasks but with respect to loss of performance. It also uses multiple decoder blocks, similar to the encoder but has two additional sub-layers per block as compared to the encoder block. In the transformer's architecture the decoder's role is to generate the output sequence based on the encoded representation from the encoder (cross-attention). This is done auto-regressively, which means that the generated computed feature-vector, which holds information about the input sequence will be tranformed by the language modelling head mapping into the next probable following word, which then will be added to the input text and then get feeded back into the decoder. The most important difference to the encoder is the masked multi-head self-attention.
+
+\begin{itemize}
+ \item \textbf{Masked Multi-Head Self-Attention Layer}:
+ Since the decoder cannot predict future words based on information not yet generated, it only attends uni-directional to the previously generated tokens in the output sequence. Therfor only the left context (for "LTR" text) is used and the right context is masked.
+\end{itemize}
+
+
+
+
+
+\section{BERT}
+BERT (Bidirectional Encoder Representations from Transformers) is a pre-trained language representation model introduced by Devlin et al. in 2019 (ref). Its based on the Transformer architecture from\dots but instead of using in contrast to using both, an encoder and a decoder as in the original transformer, BERT only utilizes the encoder component. Consequently, unlike other large language models (LLMs), BERT cannot predict new tokens and thus is not suitable for text generation. Instead, it still achieves state-of-the-art results in tasks such as text classification, sentiment analysis, and named entity recognition. The attention scores are computed using queries, keys, and values derived from the input embeddings.
+
+\subsection{Embeddings}
+The three matrices in BERT—token embeddings, segment embeddings, and positional embeddings are generated as part of the model's training process.
+
+For each unique Token ID (i.e. for each of the 30,522 words and subwords in the BERT Tokenizer’s vocabulary), the BERT model contains an embedding that is trained to represent that specific token. The Embedding Layer within the model is responsible for mapping tokens to their corresponding embeddings.
+
+Before a string of text is passed to the BERT model, the BERT Tokenizer is used to convert the input from a string into a list of integer Token IDs, where each ID directly maps to a word or part of a word in the original string. In addition to the Token Embeddings described so far, BERT also relies on Position Embeddings. While Token Embeddings are used to represent each possible word or subword that can be provided to the model, Position Embeddings represent the position of each token in the input sequence.
+
+The final type of embedding used by BERT is the Token Type Embedding, also called the Segment Embedding in the original BERT Paper. One of the tasks that BERT was originally trained to solve was Next Sentence Prediction. That is, given two sentences A and B, BERT was trained to determine whether B logically follows A.\\
+
+BERT introduces two pre-training objectives, the masked language model objective (MLM), and the next sentence prediction objective (NSP).
+
+
+\begin{itemize}
+ \item \textbf{Masked Language Modeling (MLM)}:
+ 15\% of the words in a sentence are randomly masked, and the model is trained to predict these masked words based on the context provided by the other words in the sentence. This enables BERT to learn bidirectional representations.
+
+ \item \textbf{Next Sentence Prediction (NSP)}:
+ To understand relationships between sentences, BERT is trained on pairs of sentences. Given two sentences, the model predicts whether the second sentence is the actual next sentence in the original text or a randomly chosen one. This task helps BERT capture the coherence and context between sentences.
+\end{itemize}
+
+
+\subsection{Fine-Tuning}
+After pre-training on large text corpora, BERT can be fine-tuned on specific downstream tasks with relatively small amounts of data. Fine-tuning involves adjusting the pre-trained model weights slightly to better fit the target task. This approach leverages the robust pre-trained language representations and adapts them to the specific requirements of the task at hand.
+
+
+
+
+\subsection{BERTScore}
+BERTScore is an evaluation metric that utilizes the BERT model to compare texts more semantically than traditional metrics like BLEU. It leverages the contextualized embeddings provided by a pre-trained BERT model to assess the similarity between candidate and reference texts.\\
+
+The process begins by inputting both candidate and reference texts into the BERT model, which generates contextualized embeddings for each token in both texts. For each token, the similarity between its embedding and every token embedding in the comparison text is calculated using cosine similarity
+\begin{equation}
+ \cos(\theta) = \frac{\mathbf{A} \cdot \mathbf{B}}{\|\mathbf{A}\| \|\mathbf{B}\|} = \frac{\sum_{i=1}^{n} \mathbf{A}_{i} \mathbf{B}_{i} }{\sqrt{\sum_{i=1}^{n} \mathbf{A}_{i}} \cdot \sqrt{\sum_{i=1}^{n} \mathbf{B}_{i}} }
+\end{equation}
+This results in a similarity matrix where each entry represents the cosine similarity between the embeddings of a pair of tokens (one from the candidate sentence and one from the reference sentence).\\
+
+
+The metric is computed symmetrically as follows:\\
+
+For each token embedding in the candidate sentence, find the maximum similarity score with any token embedding in the reference sentence, and average these scores across all tokens in the candidate sentence to obtain precision.\\
+
+Similarly, for each token embedding in the reference sentence, find the maximum similarity score with any token embedding in the candidate sentence, and average these scores across all tokens in the reference sentence to obtain recall.
+
+\[P_{BERT} = \frac{1}{|\hat{x}|} \sum_{\hat{x}_j\in \hat{x}} \max_{x_i \in x} x_i^T \hat{x_j} \]
+\[R_{BERT} = \frac{1}{|x|} \sum_{x_i \in x} \max_{\hat{x}_j\in \hat{x}} x_i^T \hat{x_j} \]
+
+
+
+Finally the $F_1$-score (an $F$-measure)
+is computed as the harmonic mean of precision and recall and is providing a balanced measure that considers both the model's ability to capture relevant information and its accuracy in predicting new text equally.
+
+\[F_{BERT} = 2\frac{P_{BERT}R_{BERT}}{P_{BERT} + R_{BERT}} \]
+
+\section{BLEU-Score}
+
+BLEU-Score is a different metric I use in my thesis for comparing texts. BLEU is not evaluating and comparing the semantic of the reference and candidate text but instead comparing similarity of vocabulary between them.
+
+Let $\left\{y^{1}, y^{2}, ..., y^{N}\right\}$ be the words of the reference text and $\left\{\hat{y}^{1}, \hat{y}^{2}, ..., \hat{y}^{N}\right\}$
+
+
+The first step is to create n-grams $\text{G}_n(y)$ for both texts. An n-gram is just a set of consecutive words of length n in a text.
+
+\[
+ \text{G}_n(y) = \left\{y_1, y_2, ..., y_k\right\}
+\]
+
+Next we define the function $\text{C}(s,y)$ that counts the appearances of s as a substring in y.
+Now we can count n-grams of the candidate that appear in the reference text. We can compute the clipped precision by taking the minimum of the appearances of the n-gram in $y$ and $\hat{y}$ and then dividing by the amount of all occurences of n-grams in $\hat{y}$. Therefor candidates that have the same n-gram repeating over and over again don't get a higher precision score if the same n-gram does not appear in the reference text the same amount.
+
+\[
+ \text{p}_n(\hat{y} , y) = \frac{\sum_{s \in G_n(\hat{y})} \min(\text{C}(s,\hat{y}), \text{C}(s,y))}{\sum_{s \in G_n(\hat{y})} \text{C}(s,\hat{y})}
+\]
+
+
+Right now short candidate texts are more likely to get a good score although the reference text is much longer. Therefor we add a brevity penalty in order to give higher scores to texts that are closer or even longer to the reference texts real size.
+\[
+ \text{BP}(c, r) = \left\{\begin{array}{lr}
+ 1, & \text{if } c > r \\
+ \ e^{(1 - r/c)}, & \text{if } c \leq r \\
+ \end{array}\right\}
+\]
+
+Finally for BLEU-Score we combine the brevity penalty with the clipped precision of n-grams. We additionally add a distribution vector to weigh each $ \text{p}_n$ by $w_n$ in order to have the opportunity to give n-grams with different $n$ also a different impact on the overall result. Although in the end most BLEU-Scores just use a uniform distribution with $N = 4$ so that $w_n$ always stays $\frac{1}{4}$
+
+\[\text{BLEU} = \text{BP}(c, r) \cdot \exp\left(\sum_{n=1}^{N} \text{w}_n \cdot \ln(p_n)\right)\]
+
diff --git a/ressources/data/normal_eval.csv b/ressources/data/normal_eval.csv
new file mode 100644
index 0000000..71eb7be
--- /dev/null
+++ b/ressources/data/normal_eval.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh
+The Lord of the Rings,Gimli,0.5303179025650024,0.0018958562640058354,0.5486525297164917,0.007278140322566057
+The Lord of the Rings,Elrond,0.5225498080253601,2.1405124896213987,0.5052364468574524,2.5439314310177656
+The Lord of the Rings,Arwen,0.5495935678482056,0.09176155749094073,0.5545570254325867,0.43261731214681853
+The Lord of the Rings,Smaug,0.49510568380355835,1.369934426713461,0.5086314678192139,1.0657703146783388
+The Lord of the Rings,Frodo Baggins,0.45463496446609497,1.7198854026994104,0.4846213757991791,1.250914683541555
+The Lord of the Rings,Samwise Gamgee,0.5255295634269714,0.00021279833202228525,0.5717642307281494,0.0005201358644656519
+The Lord of the Rings,Bilbo Baggins,0.4629913568496704,0.7427334673811882,0.4710036516189575,0.7643137653901765
+The Lord of the Rings,Gandalf,0.493848979473114,0.7690076168971675,0.48975974321365356,2.593182433548461
+The Lord of the Rings,Ancalagon,0.477145254611969,0.01104810389980852,0.5791114568710327,2.0878972244703298
+The Lord of the Rings,Shadowfax,0.558815598487854,0.22685585749271228,0.5979445576667786,1.6379879568324147
+The Lord of the Rings,Aragorn II,0.514411449432373,1.2754050915206687,0.49165078997612,1.2727238428741576
+The Lord of the Rings,Balin,0.5572898387908936,6.873337123824756e-05,0.5653225183486938,0.010761507796556791
+The Lord of the Rings,Bard,0.5038110613822937,0.00444677265710345,0.5618695616722107,0.006853507291056744
+The Lord of the Rings,Beorn,0.4574282765388489,7.964547045271094e-06,0.6069895625114441,0.5130365078530041
+The Lord of the Rings,Boromir,0.567672073841095,0.026939631327486366,0.542649507522583,0.031440763873515874
+The Lord of the Rings,Celeborn,0.5386183857917786,8.960520794475933e-07,0.5627967715263367,0.002457179271147332
+The Lord of the Rings,Celebrimbor,0.5008432269096375,0.30550488193474995,0.5453246831893921,4.317380873481824
+The Lord of the Rings,Denethor II,0.5466106534004211,0.1223507951938338,0.5836129784584045,0.3042194992237594
+The Lord of the Rings,Éomer,0.5421885848045349,0.01706438066626261,0.5727627873420715,0.07651650067203127
+The Lord of the Rings,Éowyn,0.5354081392288208,0.04466707846071376,0.5591710209846497,0.08089813447606473
+The Lord of the Rings,Faramir,0.49136117100715637,0.8622361224149409,0.4823136627674103,1.0867150159587093
+The Lord of the Rings,Galadriel,0.4945986270904541,1.1028929795254774,0.498959481716156,2.6947653102196303
+The Lord of the Rings,Gollum,0.5312132835388184,0.0012175108716184046,0.5351508259773254,0.00026087581220733615
+The Lord of the Rings,GrÃma,0.5651068687438965,0.026308131149234124,0.5924745798110962,0.06891192018784154
+The Lord of the Rings,Halbarad,0.5482879281044006,0.03772402240858696,0.5678908228874207,1.2505198519541443
+The Lord of the Rings,Isildur,0.5536698698997498,0.00014058355552045226,0.5754685997962952,0.0019145160582926945
+The Lord of the Rings,FÃli and KÃli,0.535077691078186,0.03906636833126219,0.6048795580863953,0.15158815490377478
+The Lord of the Rings,Legolas,0.4352049231529236,0.46794684410900483,0.4515453577041626,1.3105177750316803
+The Lord of the Rings,Lúthien,0.42408517003059387,1.3768888823489491e-10,0.5941258072853088,0.14628311080819084
+The Lord of the Rings,Maedhros,0.5035333037376404,2.6845660125638523e-09,0.5534624457359314,0.0007071572139962113
+The Lord of the Rings,Melian,0.47052446007728577,0.0005430458619563076,0.5702692866325378,1.151224722893621
+The Lord of the Rings,Meriadoc Brandybuck,0.561441957950592,0.0648408954241231,0.5652663707733154,0.9112354140815887
+The Lord of the Rings,Peregrin Took,0.5437358021736145,0.05427278725195254,0.5529078841209412,0.1864921831796264
+The Lord of the Rings,Radagast,0.5174330472946167,0.0001749764985500619,0.5598633289337158,0.003216700358738188
+The Lord of the Rings,Saruman,0.4741404950618744,0.8696719536245657,0.4654025435447693,1.2235656275977627
+The Lord of the Rings,Sauron,0.47842350602149963,1.6349855311995525,0.473971426486969,3.107573119386748
+The Lord of the Rings,Shelob,0.5592805743217468,0.07584053063781951,0.5853018164634705,0.34060079450478153
+The Lord of the Rings,Théoden,0.5443832278251648,0.07420759137582812,0.5772528052330017,0.18079678755351167
+The Lord of the Rings,Thingol,0.5081369876861572,4.428451715613721e-05,0.5225947499275208,0.005517349793246728
+The Lord of the Rings,Thranduil,0.4878326654434204,1.3411993964995826e-27,0.5475040078163147,0.003206411266392512
+The Lord of the Rings,Thrór,0.4825860559940338,7.743723490880978e-06,0.5413334965705872,0.24044709661082322
+The Lord of the Rings,Thorin II,0.47796374559402466,1.9999888091541057e-19,0.5533391833305359,1.7823173898844698e-06
+The Lord of the Rings,Tom Bombadil,0.5839139819145203,3.449736913810358e-05,0.574947714805603,0.0004803173822170903
+The Lord of the Rings,Treebeard,0.5894725322723389,0.037430463655111455,0.5587906837463379,0.6738879374362026
+The Lord of the Rings,Túrin,0.49322354793548584,1.9729607394382167e-10,0.4993710517883301,2.1667083816749173e-05
+The Lord of the Rings,Ungoliant,0.5248897075653076,0.006889886168928653,0.55659019947052,0.4206666712385319
+The Lord of the Rings,Morgoth,0.45803698897361755,1.168327412862539,0.49801531434059143,1.836967770407093
+The Lord of the Rings,Watcher in the Water,0.5586118102073669,0.0005535213703505581,0.5981280207633972,0.005104543353622818
+The Lord of the Rings,Gil-galad,0.49370089173316956,2.8875881748037804e-14,0.5870011448860168,0.004151112707898806
+The Lord of the Rings,CÃrdan,0.4970964193344116,1.1359558026426888e-15,0.5533652901649475,0.0023556687549475264
+The Lord of the Rings,Khamûl,0.5273112654685974,0.3111839518759664,0.5779586434364319,1.5488645441375017
+The Lord of the Rings,Thráin II,0.4682380259037018,6.821370762956645e-09,0.5730043649673462,0.022696313322523375
+The Lord of the Rings,Glaurung,0.49256759881973267,0.010504363729391671,0.5601674318313599,0.5209951886978874
+The Lord of the Rings,Haldir,0.5636138319969177,0.3369018557603518,0.5684061646461487,0.9064526162103486
+The Lord of the Rings,Eärendil,0.551388680934906,0.022742724622693146,0.6047641038894653,0.4545111505499469
+The Lord of the Rings,Glorfindel,0.5649725198745728,2.2217178591704628e-06,0.5694261789321899,0.003514182136364015
+The Lord of the Rings,Gothmog,0.5325398445129395,0.18188013587276972,0.543887734413147,0.9029937752524297
+The Lord of the Rings,Beregond,0.5386419296264648,2.183722265159242,0.5324291586875916,3.6924625443719
+The Lord of the Rings,Berúthiel,0.42371782660484314,2.8041899631891774e-18,0.5517565011978149,0.097690752263447
+The Lord of the Rings,Turgon,0.47251227498054504,0.0942599245494071,0.5610125064849854,0.5115538130022425
+The Lord of the Rings,Elendil,0.5107694864273071,0.00011445544869784365,0.5504311323165894,0.018159865037368727
+The Lord of the Rings,Beren,0.4936663806438446,0.0013168984976569065,0.5609504580497742,0.2964469737914797
+The Lord of the Rings,Finrod,0.4899004101753235,1.891110828027117e-08,0.5585615634918213,0.07706352324734694
+The Lord of the Rings,Fingolfin,0.47078388929367065,3.1593558430299197e-24,0.5603159070014954,0.0006270312675563591
+The Lord of the Rings,Fingon,0.48401978611946106,0.00046293403360183726,0.5613618493080139,0.2697719276485892
+The Lord of the Rings,Gilraen,0.4580308794975281,0.004944468498240691,0.5713173747062683,3.87055853005025
+The Lord of the Rings,Morwen,0.5053345561027527,0.00025010015622384794,0.5570681691169739,1.0455979320774023
+The Lord of the Rings,Idril,0.5022085309028625,0.24011716128773278,0.5832176208496094,2.986286610186788
+The Lord of the Rings,Glóin,0.5324459671974182,0.09565166899337406,0.5635282397270203,2.9661555721979833
+The Lord of the Rings,Ecthelion,0.4401785731315613,0.0001392145475183653,0.44803524017333984,0.49961228195695695
+The Lord of the Rings,Forlong,0.5688490271568298,0.5602252154217972,0.5871270895004272,4.106717452924327
+The Lord of the Rings,Húrin,0.46524012088775635,6.992488981995174e-06,0.5215151906013489,0.006185180459347364
+The Lord of the Rings,Huor,0.46776753664016724,0.06732621508894855,0.5642777681350708,3.353537717036954
+The Lord of the Rings,Lindir,0.4819457530975342,0.5342962044084377,0.5809340476989746,6.041185807057358
+The Lord of the Rings,Erestor,0.565351665019989,3.485846912651825,0.586430549621582,4.9764824193494395
+The Lord of the Rings,Elladan and Elrohir,0.572724461555481,0.088177189742486,0.6065909266471863,0.6361087823379934
+The Lord of the Rings,Glóredhel,0.4629199206829071,0.8536328538441629,0.49852535128593445,1.6292637426017123
+The Lord of the Rings,Eöl,0.4756379723548889,0.0004635115474672892,0.5275198221206665,0.29199451623786776
+The Lord of the Rings,Erendis,0.4563486874103546,0.07722385243961652,0.5786224007606506,1.7736845457585755
+The Lord of the Rings,Fëanor,0.4401758313179016,0.6147414238801957,0.4709019958972931,0.8933878134903198
+The Lord of the Rings,Aredhel,0.4630291759967804,0.0006045999411397055,0.5278006792068481,0.5368354153736876
+The Lord of the Rings,Caranthir,0.5198797583580017,0.14574014133635002,0.5769110918045044,1.924008518023196
+The Lord of the Rings,Curufin,0.48771682381629944,1.9260558979402237e-05,0.5782928466796875,0.636370822793572
+The Lord of the Rings,Amras,0.4840487539768219,0.07831594780818153,0.576225221157074,4.422656924847655
+The Lord of the Rings,Amrod,0.4492732584476471,0.0033548290563057627,0.5318185687065125,0.5419955258409143
+The Lord of the Rings,Amlach,0.46319329738616943,1.0475817682608122,0.5794084072113037,4.618059174231231
+The Lord of the Rings,Angrod,0.4995581805706024,0.6376961769341987,0.5718408226966858,7.675932767872278
+The Lord of the Rings,Aegnor,0.4741942882537842,0.002581700694746893,0.5661616325378418,2.077555700438521
+The Lord of the Rings,Handir,0.4704637825489044,1.4118870664589966,0.5968661308288574,13.082637572002591
+The Lord of the Rings,Hareth,0.48880234360694885,1.208471555754901,0.5098549127578735,2.0283251634894808
+The Lord of the Rings,Hador,0.47143059968948364,0.004290333985831063,0.5834735631942749,2.677397512827921
+The Lord of the Rings,Haleth,0.5201858878135681,0.2793668133256367,0.5622618198394775,4.641685740897057
+The Lord of the Rings,Baragund,0.5109097361564636,0.9868341704482895,0.5133917331695557,1.245646248915543
+The Lord of the Rings,Barahir,0.5018305778503418,0.20837525189564643,0.5540673732757568,1.8961209541827748
+The Lord of the Rings,Baran,0.4734276533126831,2.0087748000837657,0.49618831276893616,2.401055689983004
+The Lord of the Rings,Belemir,0.4510476291179657,0.18053203988050995,0.5369394421577454,3.028884621598889
+The Lord of the Rings,Celegorm,0.4814887046813965,0.018810964614706677,0.5747490525245667,2.4956213743481626
+The Lord of the Rings,Carcharoth,0.5387466549873352,0.2734467447511363,0.5697872042655945,2.109973094597627
+The Lord of the Rings,Gelmir,0.46213892102241516,0.22106298007615877,0.5793829560279846,4.179069700546927
+The Lord of the Rings,Galdor,0.5158555507659912,1.2485904053333363,0.5514740943908691,2.435062548697424
+The Lord of the Rings,Gwindor,0.4787231385707855,0.0009883692054017572,0.5721768736839294,2.4641428150898292
+The Lord of the Rings,Eilinel,0.4771568775177002,0.964949530269156,0.48966920375823975,1.2176584163368669
+The Lord of the Rings,Finduilas,0.45200368762016296,0.0022644301662218405,0.5315022468566895,0.8535603185410245
+The Lord of the Rings,RÃan,0.451631635427475,0.1739800001262709,0.5608115196228027,2.382336701816836
+The Lord of the Rings,Nienor,0.4857916533946991,0.060125919803259285,0.5431424379348755,1.1567590469088522
+The Lord of the Rings,Mablung,0.4288769066333771,8.810829254277746e-06,0.5587544441223145,0.2949886572847551
+Harry Potter,Nymphadora Tonks,0.4425010085105896,0.4811867125932654,0.4619460105895996,0.6509497252838561
+Harry Potter,Dolores Umbridge,0.42945197224617004,1.5444118006253529,0.4487933814525604,4.498057380957531
+Harry Potter,Fleur Delacour,0.45403963327407837,0.44788354843643563,0.4549606740474701,0.8759612594302569
+Harry Potter,Sirius Black,0.4285387396812439,0.4475858904917092,0.4315895736217499,0.5084066666657757
+Harry Potter,Remus Lupin,0.4528217017650604,0.5047202210524844,0.4453299343585968,4.25963952666337
+Harry Potter,Minerva McGonagall,0.37532657384872437,0.3901990986916779,0.44724151492118835,0.833021457282659
+Harry Potter,Neville Longbottom,0.44247835874557495,3.249958889477173,0.4544924199581146,3.233556544168879
+Harry Potter,Helga Hufflepuff,0.5581740736961365,0.7075363770838006,0.5667545199394226,0.6325972114081228
+Harry Potter,Albus Dumbledore,0.4365445673465729,1.646849726307027,0.46606212854385376,3.3627657322972975
+Harry Potter,Cedric Diggory,0.4603066146373749,1.953592998779285,0.47734349966049194,1.8800989140419708
+Harry Potter,Cho Chang,0.4494101405143738,1.524332607130559,0.45505595207214355,1.7492911733909369
+Harry Potter,Rufus Scrimgeour,0.5175845623016357,4.594655846928269e-05,0.569431483745575,0.00011339995568707924
+Harry Potter,Arabella Figg,0.5579614639282227,0.011121597022581963,0.5527403950691223,0.019994300211661695
+Harry Potter,Sybill Trelawney,0.47237637639045715,3.123903345780508,0.4761386513710022,2.961366799932051
+Harry Potter,Rita Skeeter,0.4344606101512909,0.5426442446824509,0.4388675093650818,1.2415302305645854
+Harry Potter,Padma Patil,0.5182434916496277,0.0007101262299604671,0.5555219054222107,0.004473801713360513
+Harry Potter,Myrtle Warren,0.4512809216976166,4.066192632689464,0.4595744013786316,4.842941977938914
+Harry Potter,Peter Pettigrew,0.4263714849948883,1.7698315018924273,0.42987990379333496,2.9141204185400382
+Harry Potter,Bellatrix Lestrange,0.4379557967185974,0.9308910645023083,0.45057129859924316,0.7353979797059612
+Harry Potter,Alastor Moody,0.45778852701187134,0.7827104312739529,0.4531765580177307,2.274414280204072
+Harry Potter,Gilderoy Lockhart,0.43641695380210876,2.777551319897083,0.4366215765476227,3.1657195994917373
+Harry Potter,Newton Scamander,0.464682012796402,0.4607415647030731,0.45841389894485474,0.9050845747461256
+Harry Potter,Garrick Ollivander,0.532930850982666,0.00010177577866362249,0.566840410232544,5.247644224131636e-05
+Harry Potter,Pomona Sprout,0.4468885362148285,3.3633300002109787,0.4492199420928955,4.737450432005136
+Harry Potter,Cornelius Fudge,0.46478158235549927,0.940017520552656,0.4509239196777344,0.9367586104780342
+Harry Potter,Filius Flitwick,0.4493355453014374,3.36218792065598,0.4472354054450989,3.477780886766946
+Harry Potter,Dobby,0.45319893956184387,0.9744792504328931,0.45798707008361816,1.3303329283501248
+Harry Potter,Igor Karkaroff,0.40930604934692383,0.5704136732410355,0.42897629737854004,1.6171682675288797
+Harry Potter,Viktor Krum,0.49080294370651245,0.8105020259222853,0.47479119896888733,1.3773008658498516
+Harry Potter,William Weasley,0.44394412636756897,0.7589835810847033,0.453458696603775,1.1929303400411908
+Harry Potter,Parvati Patil,0.5387401580810547,8.606392441026713e-05,0.5289773941040039,1.990425812657324e-07
+Harry Potter,Dean Thomas,0.46051159501075745,1.521156044271354,0.44844067096710205,1.828053777490866
+Harry Potter,Katie Bell,0.5273134112358093,2.134555659548249e-05,0.5541184544563293,6.941469957752831e-05
+Harry Potter,Vincent Crabbe,0.5198566317558289,0.0006169246388136355,0.5248391628265381,0.0007503214476635897
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+Twilight,Rebecca Black,0.40655308961868286,0.09442198445734402,0.4780859351158142,1.0728798273423112
+Twilight,J. Jenks,0.5524166822433472,0.2216549059922535,0.43941813707351685,0.00015883031212545344
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,0.524462878704071,3.4262332847912296,0.5250093936920166,2.6664367028483587
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,0.5273870825767517,0.4291602688773915,0.514234721660614,0.40709212137192696
+The Hitchhiker's Guide to the Galaxy,Marvin,0.4958357512950897,0.2549632048619335,0.5185239911079407,0.551938654927262
+The Hitchhiker's Guide to the Galaxy,Trillian,0.541327714920044,0.2824537261145331,0.5415677428245544,0.10505347154828759
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,0.503355860710144,0.0006953983515379682,0.5187045335769653,0.00024207269074722943
+The Hitchhiker's Guide to the Galaxy,Fenchurch,0.4917847216129303,0.3875229487300913,0.529032826423645,3.2876831458105626
+The Hitchhiker's Guide to the Galaxy,Deep Thought,0.5529919266700745,11.519914392508579,0.5442690849304199,6.210687877411387
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,0.5399253964424133,2.188887974283159,0.5238444209098816,1.004459664113718
+The Hitchhiker's Guide to the Galaxy,Agrajag,0.5030543804168701,0.041577053111906945,0.5538953542709351,0.8253280676268905
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.484935998916626,2.711765617333668,0.541314423084259,1.1895178198195084
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4514158368110657,0.7028346729424548,0.4638689458370209,1.1777096018292839
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.460065096616745,1.8494015249277382,0.5477994680404663,2.8131422225838065
+The Hitchhiker's Guide to the Galaxy,Barman,0.5393004417419434,4.006915173714827,0.5009679794311523,1.4300801901079685
+The Hitchhiker's Guide to the Galaxy,Caveman,0.47303149104118347,1.0964563631165871,0.4764082133769989,3.0170284945414987
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5130603909492493,2.195416666697422,0.5294987559318542,2.83372619940594
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4848194122314453,2.6657217316758315,0.45281487703323364,1.8655346074264398
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.4536094069480896,0.3031424793759491,0.5627984404563904,3.105531301877437
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.03332571162170555,0.5657427310943604,4.5520837618766254
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5684916377067566,1.600421665398035,0.5986104011535645,5.373714248134763
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5077013373374939,2.7731462138051746,0.5334528088569641,2.335238629716953
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5296612977981567,1.5097927475210293,0.5141420960426331,3.4541161122097406
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.5510367751121521,4.235283767584108,0.5142906308174133,5.053041068047337
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.4745515286922455,1.8897915120627367,0.48542317748069763,1.4991200642594105
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.5203325748443604,0.4796580016301606,0.5363255739212036,1.6535834987703122
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.48898032307624817,0.09826209766436299,0.5009781122207642,1.4467308498254026
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.45354676246643066,2.1617533355470595,0.4651680290699005,1.5026311790084164
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.47502923011779785,0.8398734947705285,0.49327972531318665,1.082886502347771
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5128700733184814,1.946174109013354,0.5239087343215942,2.7189349347234626
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5043528079986572,1.1397913126863475,0.5355144143104553,3.3542247691558065
+The Hitchhiker's Guide to the Galaxy,God,0.47207966446876526,0.00047432513210303917,0.5213883519172668,2.9978883732699493
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.49987417459487915,0.0022159234741147347,0.5546774864196777,0.9447810135592937
+The Hitchhiker's Guide to the Galaxy,Agda,0.45730555057525635,1.421807429387134,0.5298096537590027,6.014122812135902
+The Hitchhiker's Guide to the Galaxy,Mella,0.45204105973243713,1.4347506010220392,0.5313006639480591,8.1670382369449
+The Hitchhiker's Guide to the Galaxy,Captain,0.5367289185523987,2.8051123068236277,0.5163926482200623,1.8205771236546997
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5344204902648926,4.215717009037368,0.4994305968284607,2.7808154040086315
+The Hitchhiker's Guide to the Galaxy,Number One,0.4791897237300873,1.594780988308329,0.5081092715263367,1.2952635584734353
+The Hitchhiker's Guide to the Galaxy,Number Two,0.43616983294487,0.9727470646024056,0.4991006553173065,1.892146497758362
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5453110933303833,6.22332899740104,0.48882734775543213,1.7581331973296717
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.528576135635376,3.3641340015274275,0.5669288635253906,6.084616931515877
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5309005975723267,1.657872944449094,0.5062478184700012,1.0521555069322066
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5367152690887451,2.4596168074797715,0.5372061729431152,2.8103312219034002
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.531345784664154,0.9675061823276139,0.5462780594825745,4.615148925284156
+The Hitchhiker's Guide to the Galaxy,Hactar,0.43298080563545227,0.0638868818155731,0.5714038014411926,2.182541127424045
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.5025545358657837,0.4367676940461874,0.5594968795776367,1.4825687364523716
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5224384665489197,2.6783508235738216,0.5182178020477295,2.6073897142980638
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4822753369808197,2.544482997403323,0.5229754447937012,1.666027704785033
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4723850190639496,0.34632852795025587,0.526846706867218,1.3370309332758832
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5021933913230896,3.3008269824014618,0.5471504330635071,4.551225292467061
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.1409588951076595
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.4275447729382313
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4658540189266205,2.2053176174830873,0.5554378628730774,1.6235163327564248
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.46053677797317505,1.4569908972698322,0.48593950271606445,1.0203099039770764
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.49885913729667664,0.12586928404825376,0.4810832440853119,0.3714832006276615
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.5138242186876836
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.47532039880752563,0.7379222995063882,0.5090602040290833,1.4554464099777698
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.44911476969718933,0.16754347284360904,0.4874661862850189,3.8898089760996233
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4331122636795044,0.005411669416613914,0.5091831088066101,0.25626518706538576
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.5614513754844666,1.0392012009479468,0.5413311123847961,1.8312584658984103
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5244225859642029,3.808853748013472,0.49268457293510437,1.0361474155167532
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792201817035675,1.354531018545949,0.5172358751296997,3.7359408086054313
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.44593310356140137,0.9297680416501386,0.5080600380897522,1.226444792424524
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5912110805511475,12.419892748137844,0.5154204964637756,1.6728761877985672
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5641388893127441,6.758901834977475,0.5593463778495789,9.166721456417331
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4794408977031708,2.500813108490748,0.5032950639724731,3.402245075624442
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4875471293926239,4.7026631692738174,0.5063191056251526,6.556842986455579
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5388432741165161,4.580215516699263,0.5233867764472961,2.5792795717445203
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.46451830863952637,1.1709525801459921,0.5418444275856018,7.01581392016772
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5167138576507568,0.3045699755027859,0.5419318079948425,4.214868428260779
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.5655339360237122,1.9738671343872252,0.46876105666160583,2.2279106651680562
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.452880322933197,1.4072647612067786,0.4860747456550598,1.3931414530091124
+The Hitchhiker's Guide to the Galaxy,Prak,0.44076988101005554,0.11800491483896147,0.514369547367096,0.4189564750491458
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5069112777709961,3.1382313033558216,0.5113053321838379,4.395576469021057
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5412886142730713,3.643808150265752,0.5502378940582275,5.653932292970884
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.5012661218643188,1.1383587611249018,0.47456905245780945,0.15249740194949776
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4720154106616974,1.902039103801027,0.5031870007514954,2.4571186786862946
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.48692765831947327,0.3086540700572138,0.45095646381378174,0.2733458965409725
+The Hitchhiker's Guide to the Galaxy,Roosta,0.5273421406745911,4.546129077375875,0.526216983795166,4.499983689897789
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.49774467945098877,4.313830727905722,0.5375468134880066,9.833476668039365
+The Hitchhiker's Guide to the Galaxy,Russell,0.4884125888347626,1.8988536444481339,0.4713529944419861,3.520367733124405
diff --git a/ressources/data/normal_eval2.csv b/ressources/data/normal_eval2.csv
new file mode 100644
index 0000000..edf3abf
--- /dev/null
+++ b/ressources/data/normal_eval2.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh
+The Lord of the Rings,Gimli,0.5107972621917725,0.13443801698858393,0.5312908291816711,0.0010502826036163104
+The Lord of the Rings,Elrond,0.48144325613975525,1.9066771373142473,0.4988417327404022,2.9819810241075775
+The Lord of the Rings,Arwen,0.5305920243263245,0.37755328562381246,0.5569050312042236,0.01984585606742649
+The Lord of the Rings,Smaug,0.4648820757865906,0.3524463914799617,0.4800652265548706,1.3515472953976442
+The Lord of the Rings,Frodo Baggins,0.4845083951950073,1.1586468251538447,0.4625139534473419,1.4225173697938494
+The Lord of the Rings,Samwise Gamgee,0.516346275806427,0.008635374302851169,0.5517829060554504,6.5870881136989915e-06
+The Lord of the Rings,Bilbo Baggins,0.48496222496032715,0.4667388614757454,0.45521271228790283,1.5087656836859384
+The Lord of the Rings,Gandalf,0.4683649241924286,1.8641340440344578,0.47944560647010803,2.943566129836775
+The Lord of the Rings,Ancalagon,0.5332438945770264,1.3377617161546485,0.6009135246276855,1.4144417320430205
+The Lord of the Rings,Shadowfax,0.5600701570510864,3.1191973573171596,0.5659462809562683,1.640608785919145
+The Lord of the Rings,Aragorn II,0.5159305930137634,0.8487244291573735,0.4953894317150116,2.043826256497426
+The Lord of the Rings,Balin,0.5085909962654114,0.11893969038926464,0.5512982606887817,0.0006193675269840093
+The Lord of the Rings,Bard,0.5050056576728821,0.026355821855447232,0.5294986367225647,3.8916732286303865e-05
+The Lord of the Rings,Beorn,0.5323838591575623,0.40355825841957293,0.5768317580223083,0.09970775452842542
+The Lord of the Rings,Boromir,0.5241677165031433,0.11814064196671167,0.5525522828102112,0.005484679592346904
+The Lord of the Rings,Celeborn,0.5215296149253845,0.016747108346838697,0.5615239143371582,2.142140399366893e-05
+The Lord of the Rings,Celebrimbor,0.5067253708839417,1.0575533301855333,0.5297908186912537,4.509701427063241
+The Lord of the Rings,Denethor II,0.5090440511703491,0.4427748040732883,0.5393776297569275,0.015071400709693204
+The Lord of the Rings,Éomer,0.5233268737792969,1.31307278010033,0.5731189846992493,0.012043907093584457
+The Lord of the Rings,Éowyn,0.5037795305252075,0.361386855873899,0.5493127107620239,0.0015152985022966877
+The Lord of the Rings,Faramir,0.48917776346206665,1.9933056139062686,0.49465763568878174,1.0009769697555702
+The Lord of the Rings,Galadriel,0.48361361026763916,1.6749693381935893,0.4992484152317047,3.2063685807969784
+The Lord of the Rings,Gollum,0.4888666868209839,9.018845864385908e-07,0.5417248010635376,2.7974571228520384e-07
+The Lord of the Rings,GrÃma,0.5452985763549805,0.12507425417562654,0.5739209651947021,0.001444550575421236
+The Lord of the Rings,Halbarad,0.5402034521102905,1.5555165009375898,0.5443882346153259,0.9193734631361065
+The Lord of the Rings,Isildur,0.5210660099983215,0.017112526797695954,0.5709381103515625,0.0036278594316332944
+The Lord of the Rings,FÃli and KÃli,0.5192292332649231,0.27310838457265874,0.5307999849319458,3.5865667022029726e-06
+The Lord of the Rings,Legolas,0.44903311133384705,0.4938407484802042,0.4525555372238159,0.7749630835867346
+The Lord of the Rings,Lúthien,0.502149760723114,0.40962033556620503,0.5771726965904236,0.04542356400705872
+The Lord of the Rings,Maedhros,0.5247319340705872,0.2123965678051731,0.5603326559066772,0.0002969941491448213
+The Lord of the Rings,Melian,0.5110530853271484,0.9072737050244859,0.558221161365509,0.6104079360669264
+The Lord of the Rings,Meriadoc Brandybuck,0.5133464932441711,0.5250487917458937,0.550666332244873,0.03158295001470082
+The Lord of the Rings,Peregrin Took,0.5051109790802002,0.0387485409175478,0.5279164910316467,0.014012182356224005
+The Lord of the Rings,Radagast,0.506693422794342,0.021353734943244433,0.5546278357505798,1.0152234499330084e-06
+The Lord of the Rings,Saruman,0.45274069905281067,0.6746712656900681,0.482961505651474,3.480506052068393
+The Lord of the Rings,Sauron,0.4608953893184662,1.5314123718499901,0.4845940172672272,3.1077663702399985
+The Lord of the Rings,Shelob,0.5020247101783752,0.3466171382980677,0.5636788010597229,0.039742288595973736
+The Lord of the Rings,Théoden,0.5182898044586182,0.7738611620859397,0.5532655715942383,0.011785631773644209
+The Lord of the Rings,Thingol,0.4958104193210602,0.24362746256268125,0.5246247053146362,0.0049826164501031575
+The Lord of the Rings,Thranduil,0.5080153346061707,0.01579507538235909,0.5616160035133362,0.0010448700161254814
+The Lord of the Rings,Thrór,0.5086534023284912,0.3902141821370657,0.5392593145370483,0.01894576151077465
+The Lord of the Rings,Thorin II,0.5045325756072998,0.0007322934482175243,0.5158685445785522,6.198932369864242e-14
+The Lord of the Rings,Tom Bombadil,0.5555573105812073,0.00462060037652879,0.5867260694503784,0.00013693212326738497
+The Lord of the Rings,Treebeard,0.5185574889183044,1.2924189206223544,0.5584478378295898,0.04260455577819719
+The Lord of the Rings,Túrin,0.5115970969200134,0.004951190912082361,0.5016611218452454,5.695012396675375e-07
+The Lord of the Rings,Ungoliant,0.5175648331642151,0.5045119669209628,0.5658931136131287,0.1311805506644553
+The Lord of the Rings,Morgoth,0.49528229236602783,0.7517437502222779,0.5033573508262634,3.605734869013335
+The Lord of the Rings,Watcher in the Water,0.509591817855835,0.0042405603228484875,0.5722002983093262,0.005098600944878759
+The Lord of the Rings,Gil-galad,0.5118858814239502,0.006885749992454892,0.5715324282646179,0.0005677095052421668
+The Lord of the Rings,CÃrdan,0.5244083404541016,0.004101172412841658,0.5692238807678223,0.005268042048271648
+The Lord of the Rings,Khamûl,0.5237871408462524,2.43887942795052,0.5735595226287842,0.15456034586839554
+The Lord of the Rings,Thráin II,0.5144786238670349,0.207425169155333,0.5409236550331116,0.10152587198732502
+The Lord of the Rings,Glaurung,0.5107595324516296,1.0976330498120732,0.5491192936897278,0.28097354712994926
+The Lord of the Rings,Haldir,0.5345706343650818,0.9740524529530927,0.5514468550682068,0.1798993731779006
+The Lord of the Rings,Eärendil,0.5218246579170227,0.23744501395056095,0.5529740452766418,0.1858125783956537
+The Lord of the Rings,Glorfindel,0.5237315893173218,0.02478200149972964,0.5661776661872864,0.0005118026420829272
+The Lord of the Rings,Gothmog,0.4830499291419983,0.9579740012719514,0.5577483773231506,0.5803658301115063
+The Lord of the Rings,Beregond,0.4933965504169464,0.9584065938756756,0.5446121096611023,1.4934357387288448
+The Lord of the Rings,Berúthiel,0.5082423090934753,0.4980957631416123,0.48214003443717957,1.8618666625103751e-07
+The Lord of the Rings,Turgon,0.5152546167373657,0.7196076748658506,0.5317980051040649,0.015598328896658482
+The Lord of the Rings,Elendil,0.5218909978866577,0.013083401921036648,0.553233802318573,0.003957820935323402
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+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5109764337539673,3.494924471198232,0.523297131061554,2.332563684862649
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.322559654712677,0.43452957437335993,0.48707062005996704,1.1780212850157155
+The Hitchhiker's Guide to the Galaxy,Prak,0.3869447112083435,1.1668621031031616,0.5115901231765747,0.5061764822984539
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5088934302330017,4.318724304727283,0.5321364998817444,6.693953706336869
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.49882662296295166,0.8692090518030713,0.5272074341773987,5.493615467566085
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4872552454471588,0.730590806312388,0.5017336010932922,0.5736767084024997
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.47189655900001526,0.732566560752424,0.5031888484954834,0.9387981627860931
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.48938116431236267,0.5788952977260052,0.4645346999168396,0.18472439351238784
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5010707974433899,1.112097138724288,0.5338650941848755,3.4558857645636705
+The Hitchhiker's Guide to the Galaxy,Russell,0.3510933518409729,0.14252382210750555,0.4901808202266693,1.2995699622920482
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--
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