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qa-reterival

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This repository contains implementations and workflows for key NLP tasks like text classification, Generative AI, sentiment analysis, and entity recognition. It includes preprocessing scripts, annotated datasets, and fine-tuning methods for frameworks like Hugging Face and spaCy. Ideal for building and deploying scalable NLP solutions.

  • Updated Dec 23, 2024

Exploration of retrieval methods on the HotpotQA corpus, combining dense retrieval and feature-based reranking. Achieved a mean nDCG@10 of 0.9416 using LambdaRank with features such as cross-encoder score, LLM score, BM25 score, and token-based statistics—surpassing dense retriever + cross-encoder baselines.

  • Updated Oct 31, 2025
  • Python

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