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Retrieval-Augmented Generation

263 directly classified papers

Papers per year

Papers

MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG NAACL 2025
From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025
Long-Tail Crisis in Nearest Neighbor Language Models NAACL 2025
RE-FIN: Retrieval-based Enrichment for Financial data COLING 2025
On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation Systems NAACL 2025
CRAB: A Benchmark for Evaluating Curation of Retrieval-Augmented LLMs in Biomedicine EMNLP 2025
Inference Scaling for Bridging Retrieval and Augmented Generation NAACL 2025
Towards Boosting LLMs-driven Relevance Modeling with Progressive Retrieved Behavior-augmented Prompting COLING 2025
CLERC: A Dataset for U. S. Legal Case Retrieval and Retrieval-Augmented Analysis Generation NAACL 2025
SGIC: A Self-Guided Iterative Calibration Framework for RAG ACL 2025
Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025
LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method ACL 2025
Doc-React: Multi-page Heterogeneous Document Question-answering ACL 2025
Bridging the Data Gap in Financial Sentiment: LLM-Driven Augmentation ACL 2025
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ACL 2025
EXPLAIN: Enhancing Retrieval-Augmented Generation with Entity Summary ACL 2025
Multi-Prompting Decoder Helps Better Language Understanding ACL 2025
TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents ACL 2025
LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG ACL 2025
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation ACL 2025
Investigating Language Preference of Multilingual RAG Systems ACL 2025
Inter-Passage Verification for Multi-evidence Multi-answer QA ACL 2025
Word2Passage: Word-level Importance Re-weighting for Query Expansion ACL 2025
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge EMNLP 2025