Retrieval-Augmented Generation

From RAG to Reality: Coarse-Grained Hallucination Detection via NLI Fine-Tuning ACL 2025 From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 GaRAGe: A Benchmark with Grounding Annotations for RAG Evaluation ACL 2025 GEAR: A Scalable and Interpretable Evaluation Framework for RAG-Based Car Assistant Systems EMNLP 2025 GeAR: Graph-enhanced Agent for Retrieval-augmented Generation ACL 2025 Generative FrameNet: Scalable and Adaptive Frames for Interpretable Knowledge Storage and Retrieval for LLMs Powered by LLMs COLING 2025 GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025 GOLFer: Smaller LMs-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval ACL 2025 GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering ACL 2025 GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025 GRIT: Guided Relational Integration for Efficient Multi-Table Understanding EMNLP 2025 Hard Negatives, Hard Lessons: Revisiting Training Data Quality for Robust Information Retrieval with LLMs EMNLP 2025 Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation EMNLP 2025 HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation ACL 2025 HAWK: Highlighting Entity-aware Knowledge for Alleviating Information Sparsity in Long Contexts EMNLP 2025 HoH: A Dynamic Benchmark for Evaluating the Impact of Outdated Information on Retrieval-Augmented Generation ACL 2025 How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025 Hybrid Fact-Checking that Integrates Knowledge Graphs, Large Language Models, and Search-Based Retrieval Agents Improves Interpretable Claim Verification EMNLP 2025 HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning EMNLP 2025 iai_MSU at SemEval-2025 Task-3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes in English SemEval 2025 Identifying and Answering Questions with False Assumptions: An Interpretable Approach EMNLP 2025 Implementing and Evaluating Multi-source Retrieval-Augmented Translation EMNLP 2025 Improve Rule Retrieval and Reasoning with Self-Induction and Relevance ReEstimate ACL 2025 Improving AI assistants embedded in short e-learning courses with limited textual content ACL 2025 Improving Context Fidelity via Native Retrieval-Augmented Reasoning EMNLP 2025