Deleted LateX old files from the repo

classifier/nn.py

@@ -36,10 +36,6 @@ class BiLstmClassifier(Model):
             self.label_f1_metrics[vocab.get_token_from_index(index=i, namespace="label")] = \
                 F1Measure(positive_label=i)
 
-        print('No of classes :: ', self.num_classes)
-        for i in range(self.num_classes):
-            print('Token :: ', i, ' -> ', vocab.get_token_from_index(index=i, namespace="label"))
-
         self.loss = torch.nn.CrossEntropyLoss()
 
         self.attention = Attention(encoder.get_output_dim())
@@ -48,7 +44,7 @@ class BiLstmClassifier(Model):
     def forward(self, tokens: Dict[str, torch.LongTensor],
                 label: torch.LongTensor) -> Dict[str, torch.LongTensor]:
 
-        global input_elmo
+        input_elmo = None
         elmo_tokens = tokens.pop("elmo", None)
 
         embedded_text = self.text_field_embedder(tokens)

configs/basic_model.json

@@ -5,6 +5,7 @@
   "train_data_path": "data/jsonl/train.jsonl",
   "validation_data_path": "data/jsonl/dev.jsonl",
   "test_data_path": "data/jsonl/test.jsonl",
+  "evaluate_on_test": true,
   "model": {
     "type": "basic_bilstm_classifier",
     "text_field_embedder": {

presentation/.gitignore

@@ -1 +0,0 @@
-build/

presentation/CMakeLists.txt

@@ -1,22 +0,0 @@
-PROJECT(latex_project NONE)
-
-cmake_minimum_required(VERSION 2.8)
-
-SET(LATEX_OUTPUT_PATH build)
-INCLUDE(UseLATEX.cmake)
-
-file(GLOB_RECURSE contents_files RELATIVE ${CMAKE_SOURCE_DIR} contents/*.tex)
-
-#Copy beamer theme
-file(COPY  ${CMAKE_SOURCE_DIR}/beamer_theme/ DESTINATION ./ )
-
-
-ADD_LATEX_DOCUMENT(
-    example.tex
-    #INPUTS ${contents_files}
-    #IMAGE_DIRS ./
-    BIBFILES lib.bib
-    #USE_INDEX
-    #USE_GLOSSARY
-    #FILTER_OUTPUT
-    )

presentation/README.md

@@ -1,2 +0,0 @@
-# BeamerStuttgartPas
-Beamer Theme for Uni Stuttgart IPVS PAS.

presentation/beamercolorthemepas.sty

@@ -1,17 +0,0 @@
-\mode<presentation>
-
-% Settings
-\setbeamercolor*{title page header}{fg=blue}
-\setbeamercolor*{subtitle page header}{fg=black}
-
-\setbeamercolor*{title frametitle}{fg=black}
-\setbeamercolor*{subtitle frametitle}{fg=black}
-
-\setbeamercolor*{author}{fg=red}
-\setbeamercolor*{date}{fg=black}
-\setbeamercolor*{item}{fg=black}
-\setbeamercolor*{upper separation line foot}{bg=blue}
-\setbeamercolor*{lower separation line head}{bg=blue}
-
-\mode
-<all>

presentation/beamerfontthemepas.sty

@@ -1,8 +0,0 @@
-
-
-\setbeamerfont{pagenumber footline}{size=\large,series=\bfseries}
-\setbeamerfont{frametitle}{size=\Large,series=\bfseries}
-\setbeamerfont{framesubtitle}{size=\small,shape=\itshape,series=\bfseries}
-
-\setbeamerfont{title}{size=\Large,series=\bfseries}
-\setbeamerfont{subtitle}{size=\small,series=\bfseries}

presentation/beamerinnerthemepas.sty

@@ -1,49 +0,0 @@
-% should cover
-% + Title and part pages.
-% + Itemize environments.
-% + Enumerate environments.
-% + Description environments.
-% + Block environments.
-% + Theorem and proof environments.
-% + Figures and tables.
-% + Footnotes.
-% + Bibliography entries.
-
-\mode<presentation>
-
-
-% Title page
-\defbeamertemplate*{title page}{pas}[1][]
-{
-   \vskip1.8cm%
-	\begin{beamercolorbox}[wd=10cm,leftskip=1.4cm,sep=8pt,center,#1]{title page header}
-      \usebeamerfont{title}\inserttitle%
-      \ifx\insertsubtitle\@empty%
-          \strut\par%
-      \else
-          \vskip1ex
-          \par{\usebeamerfont*{subtitle}{\usebeamercolor[fg]{subtitle}\insertsubtitle}\strut\par}%
-      \fi%%
-   \end{beamercolorbox}%
-    \vskip3ex%
-    \begin{beamercolorbox}[wd=12cm,leftskip=3cm,center,#1]{author}
-      \usebeamerfont{author}\insertauthor%
-    \end{beamercolorbox}
-     \vskip0.2cm%
-    \begin{beamercolorbox}[wd=12cm,leftskip=3cm,center,#1]{date}
-      \usebeamerfont{author}\insertdate%
-    \end{beamercolorbox}
-  \vfill
-}
-
-
-
-% Items
-\setbeamertemplate{items}[square]
-\setbeamertemplate{sections/subsections in toc}[square]
-
-%bibliography
-\setbeamertemplate{bibliography item}[text]
-
-\mode
-<all>

presentation/beamerouterthemepas.sty

@@ -1,68 +0,0 @@
-% Should cover:
-% + The head- and footline.
-% + The sidebars.
-% + The logo.
-% + The frame title.
-
-\mode<presentation>
-
-%define logos
-\def\unilogofull{%
-  \raisebox{0pt}{\includegraphics[height=18pt]{logos/unilogo.png}}%
-}
-\def\inslogo{
-  \raisebox{2pt}{\includegraphics[height=15pt]{logos/inslogo.png}}%
-}
-\def\deplogo{
-  \raisebox{2pt}{\includegraphics[height=15pt]{logos/deplogo.png}}%
-}
-\def\unilogo{
-  \raisebox{1pt}{\includegraphics[height=18pt]{logos/unilogo_short.png}}%
-}
-
-% Frame title
-\defbeamertemplate*{frametitle}{pas}
-{
-   \vskip10pt%
-   \begin{beamercolorbox}[wd=\paperwidth,leftskip=1.2cm,rightskip=1.2cm plus1fil,vmode]{frametitle}
-      \usebeamerfont*{frametitle}\insertframetitle%
-      \ifx\insertframesubtitle\@empty%
-          \strut\par%
-      \else
-          \par{\usebeamerfont*{framesubtitle}{\usebeamercolor[fg]{framesubtitle}\insertframesubtitle}\strut\par}%
-      \fi%%
-      \usebeamerfont{headline}%
-      \vskip.5ex
-   \end{beamercolorbox}%
-   \nointerlineskip
-   \begin{beamercolorbox}[colsep=0.41pt]{upper separation line foot}
-   \end{beamercolorbox}
-}
-
-
-% Foot line
-\defbeamertemplate*{footline}{pas}
-{%
-   \nointerlineskip%
-   \begin{beamercolorbox}[colsep=0.1pt]{upper separation line foot}
-   \end{beamercolorbox}
-   \begin{beamercolorbox}[ht=20pt,dp=3pt,%
-      leftskip=.3cm,rightskip=.3cm plus1fil]{author in head/foot}%
-      \ifnum\thepage=1\relax%
-      {%
-         \inslogo%
-         %\deplogo%
-         \hfill\unilogofull
-      }%
-      \else%
-      {%
-      \unilogo%
-      \inslogo%
-      \hfill\raisebox{3pt}{\usebeamerfont{pagenumber footline}\insertpagenumber}
-      }%
-      \fi
-
-   \end{beamercolorbox}%
-}
-
-\mode<all>

presentation/beamerthemepas.sty

@@ -1,20 +0,0 @@
-% The template bases on beamer
-% http://ftp.fernuni-hagen.de/ftp-dir/pub/mirrors/www.ctan.org/macros/latex/contrib/beamer/doc/beameruserguide.pdf
-% notes:
-% default beamer framesize 128mm x 96mm
-
-\mode<presentation>
-
-% Requirement
-\RequirePackage{tikz}
-
-% Settings
-\useinnertheme{pas}
-\useoutertheme{pas}
-\usecolortheme{pas}
-\usefonttheme{pas}
-
-\setbeamertemplate{navigation symbols}{}
-\setbeamertemplate{blocks}[rounded][shadow=true]
-
-\mode<all>

presentation/lib.bib

@@ -1,6 +0,0 @@
-@misc{BaseOn,
-title={{Design a custom Beamer theme from scratch}},
-url={http://tex.stackexchange.com/questions/146529/design-a-custom-beamer-theme-from-scratch/146682#146682},
-howpublished = "\url{http://tex.stackexchange.com/questions/146529/design-a-custom-beamer-theme-from-scratch/146682#146682}",
-year = {2014}
-}

presentation/presentation.tex

@@ -1,255 +0,0 @@
-\documentclass[
-  xcolor={svgnames},
-  hyperref={colorlinks,citecolor=DeepPink4,linkcolor=DarkRed,urlcolor=DarkBlue}
-  ]{beamer}
-
-% define using customized theme.
-\usetheme{pas}
-
-% define using packages
-\usepackage[utf8]{inputenc}
-\usepackage[T1]{fontenc}
-\usepackage {minted}
-
-% the general information.
-\title[] % (optional, only for long titles)
-{Citation Intent Classification}
-\subtitle{Identifying the Intent of a Citation in scientific papers}
-
-\author[tmip, hieutt] % (optional, for multiple authors)
-{Isaac Riley and Pavan Mandava}
-\institute[Universities Here and There] % (optional)
-{
-  \inst{1}%
-  Computational Linguistics, M.Sc.\\
-  \and
-  \inst{2}%
-  Computational Linguistics, M.Sc.\\
-}
-\date[] % (optional)
-{May 20, 2020}
-\subject{Computational Linguistics}
-
-
-
-% begin presentation content
-\begin{document}
-
-%%%% Slide : 1 -- INTRO
-\begin{frame}
-\titlepage
-\centering
-\href{https://drive.google.com/u/0/uc?id=1eO_M2X5YSs_uAGQ2XdiylV7QbEVfjCKV&export=download}{Download Source Code}
-\end{frame}
-
-
-%%%% TASK DESCRIPTION ----- Slide 2
-\begin{frame}
-\frametitle{Task Description}
-
-\begin{itemize}
-
-\item Identifying intent of a citation in scientific papers
-\bigskip
-\item Three Intent categories/classes from the data set
-	\begin{enumerate}
-		\item background (background information)
-		\item method (use of methods/tools)
-		\item result (comparing results)
-	\end{enumerate}
-\bigskip
-\item {\bf Classification Task }
-	\begin{itemize}
-		\item Assign a discrete class (intent) for each data point
-	\end{itemize}
-\end{itemize}
-
-\end{frame}
-
-%%%% DATA SET ---- Slide 3
-\begin{frame}
-\frametitle{Data set}
-
-\begin{itemize}
-\item Training Data: 8.2K+ data points
-	\begin{enumerate}
-		\item background - 4.8K
-		\item method - 2.3K
-		\item result - 1.1K
-	\end{enumerate}
-\item Testing Data: 1.8K data points
-	\begin{enumerate}
-		\item background - 1K
-		\item method - 0.6K
-		\item result - 0.2K
-	\end{enumerate}
-\end{itemize}
-
-\begin{table}
-	\begin{tabular}{| l | c | c} \hline
-		 4 lead to a decrease in SC absorption in mice & \\
-		 (Deng et al., 2010; Deng et al., 2012). & background \\
-		  \hline
-		 We used an active contour algorithm [10] to segment & \\
-		 organs from 340 coronal slices over the two patients. & method \\
-		  \hline
-		 Similar results were found by Sideris et al. (1999) in & \\
-		 Greece and Mohebali et al. (2005) in Iran. & result \\
-		  \hline
-	 \end{tabular}
-
-\caption{Sample Dataset}
-\end{table}
-
-\end{frame}
-
-
-%%%% Approach/Architectures ---- Slide 4
-\begin{frame}[fragile]
-\frametitle{Approach \& Architecture}
-\framesubtitle{Classifier Implementation}
-
-Base Classifier: {\bf {\color{red} Perceptron}}
-\begin{itemize}
-	\item Linear Classifier
-	\item Binary Classifier
-\end{itemize}
-
-\begin{minted}[autogobble, breaklines,breakanywhere, fontfamily=helvetica, fontsize=\small]{python}
-class Perceptron:
-   def __init__(self, label: str, weights: dict, theta_bias: float)
-   def score(self, features: list)
-   def update_weights(self, features: list, learning_rate: float, penalize: bool, reward: bool)
-
-class MultiClassPerceptron:
-   def __init__(self, epochs: int,learning_rate: float,random_state: int)
-   def fit(self, X_train: list, labels: list)
-   def predict(self, X_test: list)
-
-\end{minted}
-\bigskip
-- {\bf Parameters} and {\bf Hyperparameters}
-
-\end{frame}
-
-
-
-%%%% Approach/Architectures ---- Slide 5
-\begin{frame}[fragile]
-\frametitle{Approach \& Architecture}
-\framesubtitle{Feature Representation}
-
-Lexicons and Regular Expressions ($\approx$ 30 Features)
-\bigskip
-
-\begin{itemize}
-	\item LEXICONS
-		\begin{minted}[autogobble, breaklines,breakanywhere, fontfamily=helvetica, fontsize=\small]{python}
-		ALL_LEXICONS = {
-		    'INCREASE': ['increase', 'grow', 'intensify', 'build up', 'explode'],
-		    'USE': ['use', 'using', 'apply', 'applied', 'employ', 'make use'],
-		    .....
-		}
-		\end{minted}
-	\bigskip
-	\item REGEX
-		\begin{itemize}
-		    \item $ACRONYM$
-		    \item $CONTAINS\_URL$
-		    \item $ENDS\_WITH\_ETHYL$
-		\end{itemize}
-\end{itemize}
-
-\end{frame}
-
-%%%% Evaluation ---- Slide 6
-\begin{frame}[fragile]
-\frametitle{Evaluation of the Classifier}
-\framesubtitle{F1 Score}
-
-\bigskip
-
-\begin{itemize}
-	\item F1 Score
-		\begin{itemize}
-			\item weighted average of Precision and Recall
-		\end{itemize}
-		\bigskip
-		\begin{minted}[autogobble, breaklines,breakanywhere, fontfamily=helvetica]{python}
-		def f1_score(y_true, y_pred, labels, average)
-		\end{minted}
-		\bigskip
-	\item Averaging
-		\begin{itemize}
-			\item MACRO
-			\item MICRO
-			\item None
-		\end{itemize}
-	\bigskip
-	\item Why {\color{red} MACRO} and {\color{red}MICRO} ?
-	
-\end{itemize}
-
-\end{frame}
-
-%%%% Results ---- Slide 7
-\begin{frame}
-\frametitle{Model Performance}
-\framesubtitle{Results}
-
-\begin{table}
-\def\arraystretch{1.5}
-	{\setlength{\tabcolsep}{2em}
-	\begin{tabular}{| l | c | c |} \hline
-		 {\bf Averaging} & {\bf Score} \\
-		 \hline \hline
-		 MICRO & 0.64 \\
-		  \hline
-		 MACRO & 0.57 \\
-		  \hline
-		 background & 0.72 \\
-		 method & 0.54 \\
-		 result & 0.46 \\
-		  \hline
-	 \end{tabular}}
-
-\caption{F1-Score Results}
-\end{table}
-
-\end{frame}
-
-
-%%%% Next Steps ---- Slide 8
-\begin{frame}
-\frametitle{Next Steps}
-	\begin{itemize}
-		\item Better Feature Representation - Word Embeddings
-		\begin{itemize}
-			\item word2vec
-			\item BERT
-			\item ELMo
-			\item \dots{}
-		\end{itemize}
-		
-		\item Better Classifier (Non-Linear / Neural Networks)
-		\begin{itemize}
-			\item BiRNNs
-			\item BiLSTMs
-			\item CNNs
-			\item \dots{}
-		\end{itemize}
-		
-		\item Interaction with other groups
-	\end{itemize}
-\end{frame}
-
-%%%% THANK YOU -- Slide 9
-\begin{frame}
-\usebeamerfont{frametitle}\usebeamercolor[fg]{frametitle}
-  \centering \Large
-  	Thanks for listening
-\end{frame}
-
-\end{document}
-
-