Retrieval-Augmented Generation

Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025 FII the Best at SemEval 2025 Task 2: Steering State-of-the-art Machine Translation Models with Strategically Engineered Pipelines for Enhanced Entity Translation SemEval 2025 Filling the Temporal Void: Recovering Missing Publication Years in the Project Gutenberg Corpus Using LLMs ACL 2025 FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering EMNLP 2025 From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis ACL 2025 GaRAGe: A Benchmark with Grounding Annotations for RAG Evaluation ACL 2025 GEAR: A Scalable and Interpretable Evaluation Framework for RAG-Based Car Assistant Systems EMNLP 2025 GeAR: Graph-enhanced Agent for Retrieval-augmented Generation ACL 2025 Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025 Generation-Augmented Retrieval: Rethinking the Role of Large Language Models in Zero-Shot Relation Extraction EMNLP 2025 Generative FrameNet: Scalable and Adaptive Frames for Interpretable Knowledge Storage and Retrieval for LLMs Powered by LLMs COLING 2025 GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025 GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering ACL 2025 GRAG: Graph Retrieval-Augmented Generation NAACL 2025 Graph-Augmented Open-Domain Multi-Document Summarization COLING 2025 GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025 GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025 GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025 GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025 GT-NLP at SemEval-2025 Task 11: EmoRationale, Evidence-Based Emotion Detection via Retrieval-Augmented Generation SemEval 2025 HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection SemEval 2025 Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation AAAI 2025 HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning NAACL 2025 heiDS at ArchEHR-QA 2025: From Fixed-k to Query-dependent-k for Retrieval Augmented Generation ACL 2025