Retrieval-Augmented Generation

No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users EMNLP 2025 NUST Alpha at RIRAG 2025: Fusion RAG for Bridging Lexical and Semantic Retrieval and Question Answering COLING 2025 OccuTriage: An AI Agent Orchestration Framework for Occupational Health Triage Prediction ACL 2025 OG-RAG: Ontology-grounded retrieval-augmented generation for large language models EMNLP 2025 OMGM: Orchestrate Multiple Granularities and Modalities for Efficient Multimodal Retrieval ACL 2025 OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain EMNLP 2025 Online Fraud Detection via Test-Time Retrieval-Based Representation Enrichment AAAI 2025 On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation Systems NAACL 2025 OntologyRAG-Q: Resource Development and Benchmarking for Retrieval-Augmented Question Answering in Qur’anic Tafsir EMNLP 2025 Optimizing Question Semantic Space for Dynamic Retrieval-Augmented Multi-hop Question Answering ACL 2025 PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements EMNLP 2025 Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning ACL 2025 PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data ACL 2025 PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025 PORTS: Preference-Optimized Retrievers for Tool Selection with Large Language Models EMNLP 2025 Predicting The Scholarly Impact of Research Papers Using Retrieval-Augmented LLMs ACL 2025 PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025 Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval NAACL 2025 PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025 QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025 QuackIR: Retrieval in DuckDB and Other Relational Database Management Systems EMNLP 2025 Quality Assessment of Tabular Data using Large Language Models and Code Generation EMNLP 2025 Quantifying Memorization and Parametric Response Rates in Retrieval-Augmented Vision-Language Models ACL 2025 Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking EMNLP 2025 R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning EMNLP 2025