From 0b64607e71534afb23fd6934b6a9aeaceb5900a4 Mon Sep 17 00:00:00 2001
From: klara <klara.t.bracke@hocschule-stralsund.de>
Date: Sun, 16 Feb 2025 18:35:21 +0100
Subject: [PATCH 1/2] update

---
 README.md | 98 +++++++++++++++++++++++++++++++++++++++++++++++--------
 1 file changed, 84 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 9a6744d..f09e545 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,98 @@
 # ANLP_WS24_CA2
+This repository contains the necessary scripts, data, and notebooks for analyzing and modeling the linguistic and structural features of humor in jokes. The project focuses on leveraging NLP techniques to analyze humor in text data, and aims to predict the humor score numerically using regression models.
+
+---
+
+### Objektive
+Leverage advanced NLP techniques (LSTM, CNN, BERT, and Transformer) to analyze text data and build an application that predicts humor ratings.
+
+### Research Question
+
+...
+
+
+## Data Source
+The data is sourced from the SemEval-2021 Task 7: 
+It contains a dataset of humor and offense ratings for jokes. The jokes are annotated with a humor rating on a scale from 0 to 4.
+
+- Traindata: HaHackathon.https://homepages.inf.ed.ac.uk/s1573290/data.html
+- Testdata: Since no test data was available, the traindata was used as test data and divided into test, train and validation data
+
+  
+## Data embeddings
+- gloVe 6B tokens: https://nlp.stanford.edu/projects/glove/
+
+
+### Preprocessing Steps
+1. Daten laden und bereinigen: Der Datensatz wird geladen und alle Zeilen mit fehlenden humor_rating-Werten werden entfernt. Außerdem wird die Zielvariable für die Humorbewertung extrahiert.
+2. Text-Embeddings: Vortrainierte GloVe-Embeddings werden geladen und in eine Matrix umgewandelt, die für die Modellierung genutzt werden kann.
+3. Datenaufteilung: Der Datensatz wird in Trainings-, Test- und Validierungsdaten aufgeteilt, um die Modelle später zu trainieren und zu evaluieren.
+4. Ensemble-Datenindizes: Verschiedene Methoden zur Erstellung von Datenindizes werden bereitgestellt, um die Trainingsdaten für Ensemble-Methoden aufzubereiten.
+
+---
+
+
+## Repository Structure
+
+- **`data/`**: Contains the dataset `hack.csv`, which includes raw joke data.
+- **Notebooks**: 
+  - Used for data analysis and visualization.
+  - represent the models
+
+---
+## Getting Started
+
+### Install Requirements
+Run the following command to install the required dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+
+## Preprocess Data
+This is carried out automatically when the models are executed
+
+## Workflow
+### 1. Preprocessing
+The text data is cleaned and transformed into formats suitable for analysis. The preprocessing steps include tokenization, stopword removal, and lemmatization.
+
+### 2. Model Training
+Various machine learning models, including Convolutional Neural Networks (CNNs), Long Short-Term Memory Networks (LSTMs), BERT, and Transformers, are trained to predict the humor rating of jokes based on their linguistic features.
+
+### 3. Model Evaluation
+The trained models are evaluated to determine their performance in predicting humor ratings. Metrics such as Mean Squared Error (MSE) and R² scores are used to assess the models.
+
+### 4. Classification and Regression
+While the primary goal of the project is to predict the numerical humor rating (regression task), we also experiment with classification models for humor detection (e.g., humor vs. non-humor)
+
+---
+
+## Research References 
+
+### Key Papers in Humor Detecion
+
+1. **Humor recognition using deep learning.” Humor recognition using deep learning** (https://aclanthology.org/N18-2018.pdf)
+
+2. **ADVERSARIAL TRAINING METHODS FOR SEMI-SUPERVISED TEXT CLASSIFICATION** (https://arxiv.org/pdf/1605.07725)
+
+3. **Humor Detection: A Transformer Gets the Last Laugh** (https://aclanthology.org/D19-1372/)
+
+---
+## Summary
+
+
+
 
 # Master MDS Use NLP techniques to analyse texts or to build an application. Document your approach.
 
 
 
-## TODOS
-data
-- maybe buffer zone between good and bad jokes (trade off would be less data)
-- maybe not bineary classification
-- maybe change to humor detection (more data available)
 
 
-- dataset shape doesnt work correctly
-
-- history: integrate validation loss
 
 ## Data
 
 
-
 https://competitions.codalab.org/competitions/27446
 
 https://aclanthology.org/2021.semeval-1.9.pdf#:~:text=HaHackathon%20is%20the%20first%20shared%20task%20to%20combine,its%20average%20ratings%20for%20both%20humor%20and%20offense.
@@ -28,13 +102,9 @@ https://aclanthology.org/2021.semeval-1.9.pdf#:~:text=HaHackathon%20is%20the%20f
 
 
 
-## Data embeddings
-- gloVe 6B tokens: https://nlp.stanford.edu/projects/glove/
-
-
-
 #### Not Prioritised (Pun data)
 - Challenge https://alt.qcri.org/semeval2017/task7/
 - Pun Annotated Amazon (joke not included ...): https://github.com/amazon-science/expunations/tree/main/data
 
 
+

From 96d3dc4f6e81ceab15e6cf43742d4130bd88a0f7 Mon Sep 17 00:00:00 2001
From: Michelle Goeppinger <michelle290999@gmail.com>
Date: Sun, 16 Feb 2025 18:51:15 +0100
Subject: [PATCH 2/2] new ensemble

---
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 ..._ensemble_history_2025-02-16_18-06-10.json | 11519 ++++++++++++++++
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 ..._ensemble_history_2025-02-16_18-06-10.json |  8012 +++++++++++
 ..._ensemble_history_2025-02-16_15-34-38.json | 11519 ----------------
 ..._ensemble_history_2025-02-16_18-06-10.json |  9515 +++++++++++++
 ..._ensemble_history_2025-02-16_15-34-38.json |  9014 ------------
 ..._ensemble_history_2025-02-16_18-06-10.json |  6509 +++++++++
 ..._ensemble_history_2025-02-16_15-34-38.json |  8513 ------------
 ..._ensemble_history_2025-02-16_18-06-10.json |  7511 ++++++++++
 ..._ensemble_history_2025-02-16_15-34-38.json |  8513 ------------
 ..._ensemble_history_2025-02-16_18-06-10.json |  9014 ++++++++++++
 ..._ensemble_history_2025-02-16_15-34-38.json | 10016 --------------
 ..._ensemble_history_2025-02-16_18-06-10.json |  7010 ++++++++++
 .../CNN_history_2025-02-16_16-29-07.json      | 11519 ----------------
 .../CNN_history_2025-02-16_18-41-29.json      | 11519 ++++++++++++++++
 ...nsemble_preds_CNN_2025-02-16_15-34-38.json |     1 -
 ...nsemble_preds_CNN_2025-02-16_18-06-10.json |     1 +
 18 files changed, 70610 insertions(+), 78626 deletions(-)
 delete mode 100644 histories/CNN_0_ensemble_history_2025-02-16_15-34-38.json
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 delete mode 100644 histories/CNN_1_ensemble_history_2025-02-16_15-34-38.json
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 delete mode 100644 histories/CNN_2_ensemble_history_2025-02-16_15-34-38.json
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 delete mode 100644 histories/CNN_5_ensemble_history_2025-02-16_15-34-38.json
 create mode 100644 histories/CNN_5_ensemble_history_2025-02-16_18-06-10.json
 delete mode 100644 histories/CNN_6_ensemble_history_2025-02-16_15-34-38.json
 create mode 100644 histories/CNN_6_ensemble_history_2025-02-16_18-06-10.json
 delete mode 100644 histories/CNN_history_2025-02-16_16-29-07.json
 create mode 100644 histories/CNN_history_2025-02-16_18-41-29.json
 delete mode 100644 histories/ensemble_preds_CNN_2025-02-16_15-34-38.json
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diff --git a/histories/CNN_0_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_0_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index d2c76cd..0000000
--- a/histories/CNN_0_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,9515 +0,0 @@
-{
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diff --git a/histories/CNN_0_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_0_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..8b95cf8
--- /dev/null
+++ b/histories/CNN_0_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,11519 @@
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\ No newline at end of file
diff --git a/histories/CNN_1_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_1_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index b050db3..0000000
--- a/histories/CNN_1_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,10016 +0,0 @@
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diff --git a/histories/CNN_1_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_1_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..478d85c
--- /dev/null
+++ b/histories/CNN_1_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,8012 @@
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+}
\ No newline at end of file
diff --git a/histories/CNN_2_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_2_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index cda16ab..0000000
--- a/histories/CNN_2_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,11519 +0,0 @@
-{
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diff --git a/histories/CNN_2_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_2_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..1230a5d
--- /dev/null
+++ b/histories/CNN_2_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,9515 @@
+{
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\ No newline at end of file
diff --git a/histories/CNN_3_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_3_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index b0b081d..0000000
--- a/histories/CNN_3_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,9014 +0,0 @@
-{
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diff --git a/histories/CNN_3_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_3_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..a7e3ea8
--- /dev/null
+++ b/histories/CNN_3_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,6509 @@
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\ No newline at end of file
diff --git a/histories/CNN_4_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_4_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index 3793fe7..0000000
--- a/histories/CNN_4_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,8513 +0,0 @@
-{
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diff --git a/histories/CNN_4_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_4_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..0c4325b
--- /dev/null
+++ b/histories/CNN_4_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,7511 @@
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\ No newline at end of file
diff --git a/histories/CNN_5_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_5_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index c612c5c..0000000
--- a/histories/CNN_5_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,8513 +0,0 @@
-{
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diff --git a/histories/CNN_5_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_5_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..d43a190
--- /dev/null
+++ b/histories/CNN_5_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,9014 @@
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\ No newline at end of file
diff --git a/histories/CNN_6_ensemble_history_2025-02-16_15-34-38.json b/histories/CNN_6_ensemble_history_2025-02-16_15-34-38.json
deleted file mode 100644
index 459827f..0000000
--- a/histories/CNN_6_ensemble_history_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1,10016 +0,0 @@
-{
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diff --git a/histories/CNN_6_ensemble_history_2025-02-16_18-06-10.json b/histories/CNN_6_ensemble_history_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..17b6f5c
--- /dev/null
+++ b/histories/CNN_6_ensemble_history_2025-02-16_18-06-10.json
@@ -0,0 +1,7010 @@
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+}
\ No newline at end of file
diff --git a/histories/CNN_history_2025-02-16_16-29-07.json b/histories/CNN_history_2025-02-16_16-29-07.json
deleted file mode 100644
index ced14b8..0000000
--- a/histories/CNN_history_2025-02-16_16-29-07.json
+++ /dev/null
@@ -1,11519 +0,0 @@
-{
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diff --git a/histories/CNN_history_2025-02-16_18-41-29.json b/histories/CNN_history_2025-02-16_18-41-29.json
new file mode 100644
index 0000000..d212d2f
--- /dev/null
+++ b/histories/CNN_history_2025-02-16_18-41-29.json
@@ -0,0 +1,11519 @@
+{
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+    ]
+}
\ No newline at end of file
diff --git a/histories/ensemble_preds_CNN_2025-02-16_15-34-38.json b/histories/ensemble_preds_CNN_2025-02-16_15-34-38.json
deleted file mode 100644
index 40694e2..0000000
--- a/histories/ensemble_preds_CNN_2025-02-16_15-34-38.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/histories/ensemble_preds_CNN_2025-02-16_18-06-10.json b/histories/ensemble_preds_CNN_2025-02-16_18-06-10.json
new file mode 100644
index 0000000..8945a90
--- /dev/null
+++ b/histories/ensemble_preds_CNN_2025-02-16_18-06-10.json
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