Retrieval-Augmented Generation

Lexical Diversity-aware Relevance Assessment for Retrieval-Augmented Generation ACL 2025 LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph AAAI 2025 LightRAG: Simple and Fast Retrieval-Augmented Generation EMNLP 2025 LimRank: Less is More for Reasoning-Intensive Information Reranking EMNLP 2025 LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL EMNLP 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 Literature discovery with natural language queries ACL 2025 Literature-Grounded Novelty Assessment of Scientific Ideas ACL 2025 LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval EMNLP 2025 LLM-Based Dialogue Labeling for Multiturn Adaptive RAG EMNLP 2025 LLM-Enhanced Query Generation and Retrieval Preservation for Task-Oriented Dialogue ACL 2025 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 as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models ACL 2025 LLMs on a Budget? Say HOLA EMNLP 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 LotusFilter: Fast Diverse Nearest Neighbor Search via a Learned Cutoff Table CVPR 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 Marcel: A Lightweight and Open-Source Conversational Agent for University Student Support EMNLP 2025 MedCite: Can Language Models Generate Verifiable Text for Medicine? ACL 2025 Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025 MedSummRAG: Domain-Specific Retrieval for Medical Summarization ACL 2025