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Retrieval-Augmented Generation

263 directly classified papers

Papers per year

Papers

Long-Tail Crisis in Nearest Neighbor Language Models NAACL 2025
On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation Systems NAACL 2025
Inference Scaling for Bridging Retrieval and Augmented Generation NAACL 2025
CLERC: A Dataset for U. S. Legal Case Retrieval and Retrieval-Augmented Analysis Generation NAACL 2025
HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning NAACL 2025
Hybrid AI for Responsive Multi-Turn Online Conversations with Novel Dynamic Routing and Feedback Adaptation NAACL 2025
Chain of Evidences and Evidence to Generate: Prompting for Context Grounded and Retrieval Augmented Reasoning NAACL 2025
Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025
Lexical Semantic Change Annotation with Large Language Models NAACL 2025
Empowering Low-Resource Languages: TraSe Architecture for Enhanced Retrieval-Augmented Generation in Bangla NAACL 2025
Poetry in RAGs: Modern Greek interwar poetry generation using RAG and contrastive training NAACL 2025
Evaluating Design Choices in Verifiable Generation with Open-source Models NAACL 2025
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation ACL 2025
Language verY Rare for All COLING 2025
LAB-KG: A Retrieval-Augmented Generation Method with Knowledge Graphs for Medical Lab Test Interpretation COLING 2025
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025
LotusFilter: Fast Diverse Nearest Neighbor Search via a Learned Cutoff Table CVPR 2025
Unifying Large Language Models and Knowledge Graphs for efficient Regulatory Information Retrieval and Answer Generation COLING 2025
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization EMNLP 2025
Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation IJCAI 2025
AI4Contracts: LLM & RAG-Powered Encoding of Financial Derivative Contracts IJCAI 2025
NUST Alpha at RIRAG 2025: Fusion RAG for Bridging Lexical and Semantic Retrieval and Question Answering COLING 2025
CORD: Balancing COnsistency and Rank Distillation for Robust Retrieval-Augmented Generation NAACL 2025
SuperRAG: Beyond RAG with Layout-Aware Graph Modeling NAACL 2025
Doc-React: Multi-page Heterogeneous Document Question-answering ACL 2025