Tag: Retrieval-Augmented Generation

All the articles with the tag "Retrieval-Augmented Generation".

• Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement

  Published: 4 May, 2025 |  at  04:29 PM

  

  71.89 🤔

  本文提出动态参数化RAG框架DyPRAG，通过训练一个轻量级参数翻译器在测试时动态转换文档为参数知识，显著降低成本、提升泛化能力和缓解RAG幻觉问题。

• 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。

• PennyLang: Pioneering LLM-Based Quantum Code Generation with a Novel PennyLane-Centric Dataset

  Published: 4 May, 2025 |  at  04:26 PM

  

  55.37 🤔

  本文提出 PennyLang 数据集和 RAG/GraphRAG 框架，通过提升 LLM 在 PennyLane 量子代码生成中的准确性和正确性，填补了 AI 辅助量子编程的空白。

• Synergizing RAG and Reasoning: A Systematic Review

  Published: 4 May, 2025 |  at  04:28 PM

  

  54.75 🤔

  本论文系统综述了检索增强生成（RAG）与推理能力的协同整合，构建了多维分类框架、提供了实用指南，并指出了未来研究方向，以推进RAG系统在复杂任务中的认知能力。