Tag: Question Answering

All the articles with the tag "Question Answering".

• Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models

  Published: 11 May, 2025 |  at  11:14 AM

  

  75.18 🤔

  This paper introduces Direct Retrieval-augmented Optimization (DRO), a framework that synergizes knowledge selection and LLM generation through end-to-end training using a variational approach, achieving 5-15% improvements in EM and F1 scores across five QA datasets.

• LLM-Independent Adaptive RAG: Let the Question Speak for Itself

  Published: 13 May, 2025 |  at  11:09 AM

  

  70.54 🤔

  This paper introduces LLM-independent adaptive retrieval using 27 external information features across 7 groups, achieving comparable QA performance to LLM-based methods on 6 datasets while significantly improving efficiency by eliminating additional LLM calls during inference.

• SAGE: A Framework of Precise Retrieval for RAG

  Published: 4 May, 2025 |  at  04:27 PM

  

  64.13 🤔

  本文提出SAGE框架，通过语义分割、基于梯度的块选择和LLM自反馈机制，提高RAG系统的检索精度和问答性能，同时显著降低成本。