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An LLM-powered application that summarizes scientific research papers, extracts tables, and provides real-time evaluation using BERTScore (F1) and ROUGE. Built using Meta’s LLaMA 3–8B via Groq, with table extraction powered by pdfplumber and pandas.

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Research Paper Summarizer with Real-time Evaluation

Introduction:

  • Built an LLM-powered application that can summarize any research paper into a concise summary, extract tables from the research paper, and give a real-time evaluation score for the generated summary.
  • Utilized groq’s inference for Meta’s LLaMA 3–8B to generate summaries, evaluated them using BERTScore (F1) and ROUGE, and extracted tables with pdfplumber and pandas.
  • Achieved an average BERTScore (F1) of 0.87 across a benchmark of 10+ scientific papers, reflecting strong semantic alignment with original content.

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An LLM-powered application that summarizes scientific research papers, extracts tables, and provides real-time evaluation using BERTScore (F1) and ROUGE. Built using Meta’s LLaMA 3–8B via Groq, with table extraction powered by pdfplumber and pandas.

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