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"Enhancing Accuracy in Biomedical Question-Answering with LLMs"

Large language models (LLMs) excel at answering questions but often falter in accuracy, especially in biomedicine. This paper presents a system that boosts reliability by integrating PubMed abstracts into LLM responses. Each answer cites its source, allowing verification. The system outperforms PubMed search by 23%. Fine-tuned models match GPT-4 Turbo's performance in referencing abstracts. Datasets and models are publicly available.

Explanation:

  • LLMs: Advanced computer programs designed to understand and generate human-like text.
  • PubMed: A database of medical research articles.
  • Fine-tuned LLM: A language model adjusted for specific tasks, like medical question-answering.

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