multi-step reasoning

Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism EMNLP 2025 Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment ICLR 2025 VITED: Video Temporal Evidence Distillation CVPR 2025 V-Oracle: Making Progressive Reasoning in Deciphering Oracle Bones for You and Me ACL 2025 VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos ICCV 2025 World Knowledge-Enhanced Reasoning Using Instruction-Guided Interactor in Autonomous Driving AAAI 2025 YNU-HPCC at SemEval-2025 Task 8: Enhancing Question-Answering over Tabular Data with TableGPT2 SemEval 2025 AgentQuest: A Modular Benchmark Framework to Measure Progress and Improve LLM Agents NAACL 2024 AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition NAACL 2024 Can LLMs Solve Molecule Puzzles? A Multimodal Benchmark for Molecular Structure Elucidation NeurIPS 2024 Diffusion of Thought: Chain-of-Thought Reasoning in Diffusion Language Models NeurIPS 2024 Empowering Multi-step Reasoning across Languages via Program-Aided Language Models EMNLP 2024 ERA-CoT: Improving Chain-of-Thought through Entity Relationship Analysis ACL 2024 Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning ICLR 2024 Evaluating LLMs’ Mathematical Reasoning in Financial Document Question Answering ACL 2024 Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models EMNLP 2024 First Heuristic Then Rational: Dynamic Use of Heuristics in Language Model Reasoning EMNLP 2024 From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis EMNLP 2024 Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios NeurIPS 2024 LM2: A Simple Society of Language Models Solves Complex Reasoning EMNLP 2024 M3CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought ACL 2024 Mentor-KD: Making Small Language Models Better Multi-step Reasoners EMNLP 2024 MindMap: Constructing Evidence Chains for Multi-Step Reasoning in Large Language Models AAAI 2024 Multi-LogiEval: Towards Evaluating Multi-Step Logical Reasoning Ability of Large Language Models EMNLP 2024 Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision EMNLP 2024