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nli

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This repository contains the code and models for the LegalLens-2024 shared task, which detects legal violations in unstructured text and associates them with affected individuals using transformer models like BERT, RoBERTa, and DeBERTa for Named Entity Recognition (L-NER) and Natural Language Inference (L-NLI).

  • Updated Oct 29, 2024
  • Jupyter Notebook

🌐 Multilingual NLI with BERT and Classical Models: A comparative study of traditional machine learning models and a fine-tuned BERT transformer for multilingual Natural Language Inference (NLI) using the "Contradictory, My Dear Watson" dataset. Demonstrates significant performance improvements with transformer-based approaches.

  • Updated May 15, 2025
  • Jupyter Notebook

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