retrieval-augmented generation

LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025 LLMs are Biased Evaluators But Not Biased for Fact-Centric Retrieval Augmented Generation ACL 2025 LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction NAACL 2025 LLMs as World Models: Data-Driven and Human-Centered Pre-Event Simulation for Disaster Impact Assessment EMNLP 2025 LLMs Can Also Do Well! Breaking Barriers in Semantic Role Labeling via Large Language Models ACL 2025 LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation COLING 2025 LLMs on a Budget? Say HOLA EMNLP 2025 LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025 LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025 LOFT: Scalable and More Realistic Long-Context Evaluation NAACL 2025 Logical Consistency of Large Language Models in Fact-Checking ICLR 2025 Logic: Long-form Outline Generation via Imitative and Critical Self-refinement EMNLP 2025 Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG ICLR 2025 Long-Tail Crisis in Nearest Neighbor Language Models NAACL 2025 LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG ACL 2025 Luna: A Lightweight Evaluation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost COLING 2025 M³GQA: A Multi-Entity Multi-Hop Multi-Setting Graph Question Answering Benchmark ACL 2025 M3Retrieve: Benchmarking Multimodal Retrieval for Medicine EMNLP 2025 MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language Models AAAI 2025 MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025 MaGiX: A Multi-Granular Adaptive Graph Intelligence Framework for Enhancing Cross-Lingual RAG EMNLP 2025 MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation ACL 2025 Making RALM Robust to Irrelevant Contexts via Layer Knowledge Guided Attention ACL 2025 Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates EMNLP 2025 MA-RAG: Automating Role Engineering for RESTful APIs with Multi-Head Attention and Retrieval-Augmented Generation IJCAI 2025