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NLP Group Project — AG News Classification & Search Engines

Authors

  • Mohamed Tabka
  • Aziz Fridhi
  • Adam Khan

Description

This project implements:

  • Exploratory Data Analysis (EDA)
  • TF-IDF + Logistic Regression
  • Fine-tuned DistilBERT classifier
  • Prompting-based evaluation
  • Three search engines (TF-IDF, Embedding, Hybrid)
  • LLM-Judge evaluation with 5 queries

All code is included in the notebooks/ folder. The final report (docx + pdf) is in the report/ folder.

How to Run

All notebooks run on Google Colab without additional configuration.

Dataset

AG News dataset from HuggingFace Datasets.

Structure

  • notebooks/ — all Jupyter notebooks
  • report/ — final group report
  • README.md — project summary

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NLP Classification & Search Engines Project — AG News Dataset

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