multi-hop reasoning

MultiHoax: A Dataset of Multi-hop False-premise questions ACL 2025 Multi-Hop Reasoning for Question Answering with Hyperbolic Representations ACL 2025 Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic Reasoning NAACL 2025 NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts EMNLP 2025 NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens ICLR 2025 Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering ACL 2025 Piecing It All Together: Verifying Multi-Hop Multimodal Claims COLING 2025 PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025 Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking EMNLP 2025 RASPberry: Retrieval-Augmented Monte Carlo Tree Self-Play with Reasoning Consistency for Multi-Hop Question Answering ACL 2025 ReAct Meets Industrial IoT: Language Agents for Data Access EMNLP 2025 ReasonVQA: A Multi-hop Reasoning Benchmark with Structural Knowledge for Visual Question Answering ICCV 2025 Reflection on Knowledge Graph for Large Language Models Reasoning ACL 2025 ReGraphRAG: Reorganizing Fragmented Knowledge Graphs for Multi-Perspective Retrieval-Augmented Generation EMNLP 2025 Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks EMNLP 2025 ReTAG: Retrieval-Enhanced, Topic-Augmented Graph-Based Global Sensemaking EMNLP 2025 Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can’t Answer? NAACL 2025 SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information Interspeech 2025 SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025 SciCompanion: Graph-Grounded Reasoning for Structured Evaluation of Scientific Arguments EMNLP 2025 Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering ACL 2025 Self-Taught Agentic Long Context Understanding ACL 2025 SiReRAG: Indexing Similar and Related Information for Multihop Reasoning ICLR 2025 Spatial-Aware Visual Program Guided Reasoning for Answering Complex Visual Questions IJCNLP 2025 StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization EMNLP 2025