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Retrieval-Augmented Generation

603 directly classified papers

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Papers

Efficient Long Context Language Model Retrieval with Compression ACL 2025
Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications ACL 2025
MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025
How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning Based on Emotional Information ACL 2025
Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization ACL 2025
On Synthesizing Data for Context Attribution in Question Answering ACL 2025
TST: A Schema-Based Top-Down and Dynamic-Aware Agent of Text-to-Table Tasks ACL 2025
EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025
Optimizing Question Semantic Space for Dynamic Retrieval-Augmented Multi-hop Question Answering ACL 2025
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning ACL 2025
CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation ACL 2025
A Reality Check on Context Utilisation for Retrieval-Augmented Generation ACL 2025
ConceptCarve: Dynamic Realization of Evidence ACL 2025
QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering ACL 2025
Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation ACL 2025
DRAE: Dynamic Retrieval-Augmented Expert Networks for Lifelong Learning and Task Adaptation in Robotics ACL 2025
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit ACL 2025
CSTree-SRI: Introspection-Driven Cognitive Semantic Tree for Multi-Turn Question Answering over Extra-Long Contexts ACL 2025
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation ACL 2025
Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation ACL 2025
Lexical Diversity-aware Relevance Assessment for Retrieval-Augmented Generation ACL 2025
GRAT: Guiding Retrieval-Augmented Reasoning through Process Rewards Tree Search ACL 2025
CollEX – A Multimodal Agentic RAG System Enabling Interactive Exploration of Scientific Collections ACL 2025