reasoning path

Learning from Diverse Reasoning Paths with Routing and Collaboration EMNLP 2025 Logic-Regularized Verifier Elicits Reasoning from LLMs ACL 2025 M³GQA: A Multi-Entity Multi-Hop Multi-Setting Graph Question Answering Benchmark ACL 2025 MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025 Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025 Modularized Self-Reflected Video Reasoner for Multimodal LLM with Application to Video Question Answering ICML 2025 Navigating the Path of Writing: Outline-guided Text Generation with Large Language Models NAACL 2025 Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025 Ranked Voting based Self-Consistency of Large Language Models ACL 2025 RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models ACL 2025 Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling NAACL 2025 Reasoning with Trees: Faithful Question Answering over Knowledge Graph COLING 2025 ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025 RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025 SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025 Self-attention-based Graph-of-Thought for Math Problem Solving ACL 2025 Self-Training Large Language Models with Confident Reasoning EMNLP 2025 Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models ACL 2025 Soft Reasoning Paths for Knowledge Graph Completion IJCAI 2025 Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation EMNLP 2025 Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains ACL 2025 What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective ACL 2025 BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering ACL 2024 Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments ACL 2024 Can Language Models Learn to Skip Steps? NeurIPS 2024