https://github.com/ambidextrous9/multi-approach-similarity-based-article-bias-prediction-using-lstm-and-bert

Bias Prediction of News Media Houses
https://github.com/ambidextrous9/multi-approach-similarity-based-article-bias-prediction-using-lstm-and-bert

Last synced: 7 months ago
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Bias Prediction of News Media Houses

• Host: GitHub
• URL: https://github.com/ambidextrous9/multi-approach-similarity-based-article-bias-prediction-using-lstm-and-bert
• Owner: ambideXtrous9
• Created: 2022-09-11T05:04:18.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2024-03-22T02:53:05.000Z (over 1 year ago)
• Last Synced: 2025-01-11T21:32:53.775Z (9 months ago)
• Language: Jupyter Notebook
• Size: 1.01 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Multi-Approach-Similarity-Based-Article-Bias-Prediction-using-LSTM-and-BERT

## Models :

1. Vaniila LSTM

2. Bidirectional LSTM with CoMatching

3. Bidirectional LSTM with Entailment

4. Bidirectional LSTM with MultiHeadAttention

5. Distil BERT for Classification

![image](https://user-images.githubusercontent.com/31372586/204459338-d79e05ea-9665-423b-87fd-013c0db1b5a8.png)

![image](https://user-images.githubusercontent.com/31372586/204459057-6eb6bf8e-0448-46f0-b3f0-b562a254338d.png)

![image](https://user-images.githubusercontent.com/31372586/204458538-8e69afe0-991b-4c5b-8f7e-2dd88f16d686.png)

![image](https://user-images.githubusercontent.com/31372586/204458645-215c4dbe-96c8-4994-88e8-3bb28bd992f5.png)

![image](https://user-images.githubusercontent.com/31372586/204458850-090b3aff-9570-440d-a479-d0c9ea1e7fd7.png)

# **Results**

### Vanilla LSTM

![image](https://github.com/ambideXtrous9/Multi-Approach-Similarity-Based-Article-Bias-Prediction-using-LSTM-and-BERT/assets/31372586/7bd00889-75fb-48cf-80f4-c8351c67ffba)

![image](https://github.com/ambideXtrous9/Multi-Approach-Similarity-Based-Article-Bias-Prediction-using-LSTM-and-BERT/assets/31372586/aee36aaf-1be3-4bb7-83f6-a31e8fda031d)

![image](https://github.com/ambideXtrous9/Multi-Approach-Similarity-Based-Article-Bias-Prediction-using-LSTM-and-BERT/assets/31372586/922f972e-d909-4992-b4ca-bb8ad6c9bc73)

![image](https://github.com/ambideXtrous9/Multi-Approach-Similarity-Based-Article-Bias-Prediction-using-LSTM-and-BERT/assets/31372586/ea07c00b-f4a9-4cb5-b575-351fc250cb9d)