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emaholinaty / RAG-Pipeline-for-Scientific-Abstract-Retrieval

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RAG system for querying scientific abstracts. The pipeline combines arXiv data ingestion, text chunking, embeddings, FAISS retrieval, semantic reranking, and FLAN-T5-Large generation. Results show strong information retrieval capabilities but limitations in complex reasoning.

python nlp embeddings astrophysics gaia arxiv semantic-search umap faiss rag vector-database open-clusters llm langchain flan-t5
  • Updated Jun 21, 2026
  • Jupyter Notebook

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