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Retrieval-Augmented Generation

573 directly classified papers

Papers per year

Papers

R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning EMNLP 2025
NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM ACL 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering ACL 2025
Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation ACL 2025
OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain EMNLP 2025
All That Glitters is Not Gold: Improving Robust Retrieval-Augmented Language Models with Fact-Centric Preference Alignment ACL 2025
MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented Generation ACL 2025
GeAR: Graph-enhanced Agent for Retrieval-augmented Generation ACL 2025
PORTS: Preference-Optimized Retrievers for Tool Selection with Large Language Models EMNLP 2025
GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering ACL 2025
Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation ACL 2025
BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain ACL 2025
MoR: Better Handling Diverse Queries with a Mixture of Sparse, Dense, and Human Retrievers EMNLP 2025
mRAKL: Multilingual Retrieval-Augmented Knowledge Graph Construction for Low-Resourced Languages ACL 2025
Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025
LLM-Enhanced Query Generation and Retrieval Preservation for Task-Oriented Dialogue ACL 2025
TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning EMNLP 2025
GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025
Enhancing Retrieval-Augmented Generation via Evidence Tree Search ACL 2025
Filling the Temporal Void: Recovering Missing Publication Years in the Project Gutenberg Corpus Using LLMs ACL 2025
LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization EMNLP 2025
FaVe: Factored and Verified Search Rationale for Long-form Answer ACL 2025
OMGM: Orchestrate Multiple Granularities and Modalities for Efficient Multimodal Retrieval ACL 2025
DReSD: Dense Retrieval for Speculative Decoding ACL 2025
RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering EMNLP 2025