Retrieval-Augmented Generation

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression NAACL 2025 Bring Your Own Knowledge: A Survey of Methods for LLM Knowledge Expansion ACL 2025 BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering EMNLP 2025 CAFE: Retrieval Head-based Coarse-to-Fine Information Seeking to Enhance Multi-Document QA Capability EMNLP 2025 CA-GAR: Context-Aware Alignment of LLM Generation for Document Retrieval ACL 2025 Can Large language model analyze financial statements well? COLING 2025 Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method ACL 2025 CGI: Identifying Conditional Generative Models with Example Images IJCAI 2025 Chain-of-Rank: Enhancing Large Language Models for Domain-Specific RAG in Edge Device NAACL 2025 CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ACL 2025 ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM ACL 2025 COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation CVPR 2025 CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation ACL 2025 CodeRAG-Bench: Can Retrieval Augment Code Generation? NAACL 2025 CodeRAG: Finding Relevant and Necessary Knowledge for Retrieval-Augmented Repository-Level Code Completion EMNLP 2025 COGNAC at CQs-Gen 2025: Generating Critical Questions with LLM-Assisted Prompting and Multiple RAG Variants ACL 2025 Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation EMNLP 2025 Concept-Based RAG Models: A High-Accuracy Fact Retrieval Approach COLING 2025 Conflicting Needles in a Haystack: How LLMs behave when faced with contradictory information EMNLP 2025 ConfReady: A RAG based Assistant and Dataset for Conference Checklist Responses EMNLP 2025 Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP 2025 ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement Learning EMNLP 2025 CoRAG: Enhancing Hybrid Retrieval-Augmented Generation through a Cooperative Retriever Architecture EMNLP 2025 CORD: Balancing COnsistency and Rank Distillation for Robust Retrieval-Augmented Generation NAACL 2025 CPIQA: Climate Paper Image Question Answering Dataset for Retrieval-Augmented Generation with Context-based Query Expansion ACL 2025