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multi-hop reasoning

435 papers

MHR

Papers

DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering ACL 2025 Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models AAAI 2025 EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025 FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop Data NAACL 2025 FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning ACL 2025 Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025 From Complex to Atomic: Enhancing Augmented Generation via Knowledge-Aware Dual Rewriting and Reasoning ICML 2025 From Phrases to Subgraphs: Fine-Grained Semantic Parsing for Knowledge Graph Question Answering ACL 2025 GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025 GRADE: Generating multi-hop QA and fine-gRAined Difficulty matrix for RAG Evaluation EMNLP 2025 GRAG: Graph Retrieval-Augmented Generation NAACL 2025 GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking ACL 2025 GraphCheck: Multipath Fact-Checking with Entity-Relationship Graphs EMNLP 2025 Graph Neural Network Enhanced Retrieval for Question Answering of Large Language Models NAACL 2025 Great Memory, Shallow Reasoning: Limits of kNN-LMs NAACL 2025 GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025 Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers ICML 2025 Grounded Multi-Hop VideoQA in Long-Form Egocentric Videos AAAI 2025 HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization EMNLP 2025 HELIOS: Harmonizing Early Fusion, Late Fusion, and LLM Reasoning for Multi-Granular Table-Text Retrieval ACL 2025 HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation ACL 2025 Hybrid Graphs for Table-and-Text based Question Answering using LLMs NAACL 2025 HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning EMNLP 2025 HyperKGR: Knowledge Graph Reasoning in Hyperbolic Space with Graph Neural Network Encoding Symbolic Path EMNLP 2025 Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps ICLR 2025