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Retrieval-Augmented Generation

603 directly classified papers

Papers per year

Papers

RAG-Critic: Leveraging Automated Critic-Guided Agentic Workflow for Retrieval Augmented Generation ACL 2025
Pandora’s Box or Aladdin’s Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models ACL 2025
RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented Generation ACL 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home ACL 2025
UniConv: Unifying Retrieval and Response Generation for Large Language Models in Conversations ACL 2025
Towards Effective Extraction and Evaluation of Factual Claims ACL 2025
Large Language Models are Good Relational Learners ACL 2025
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework ACL 2025
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era ACL 2025
Are LLMs effective psychological assessors? Leveraging adaptive RAG for interpretable mental health screening through psychometric practice ACL 2025
Collapse of Dense Retrievers: Short, Early, and Literal Biases Outranking Factual Evidence ACL 2025
WebWalker: Benchmarking LLMs in Web Traversal ACL 2025
S-RAG: A Novel Audit Framework for Detecting Unauthorized Use of Personal Data in RAG Systems ACL 2025
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis ACL 2025
DTCRS: Dynamic Tree Construction for Recursive Summarization ACL 2025
ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search ACL 2025
Improving Factuality with Explicit Working Memory ACL 2025
TC–RAG: Turing–Complete RAG’s Case study on Medical LLM Systems ACL 2025
Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG ACL 2025
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning ACL 2025
HyKGE: A Hypothesis Knowledge Graph Enhanced RAG Framework for Accurate and Reliable Medical LLMs Responses ACL 2025
GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding ACL 2025
WavRAG: Audio-Integrated Retrieval Augmented Generation for Spoken Dialogue Models ACL 2025
RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts ACL 2025
MedSummRAG: Domain-Specific Retrieval for Medical Summarization ACL 2025