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conftrace_

multi-step reasoning

167 papers

MSR

Papers

LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025 Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning NAACL 2025 MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025 Multi-Document Event Extraction Using Large and Small Language Models EMNLP 2025 Offline Reinforcement Learning for LLM Multi-step Reasoning ACL 2025 On the Power of Context-Enhanced Learning in LLMs ICML 2025 PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning ACL 2025 Process Reward Model with Q-value Rankings ICLR 2025 Reveal-Bangla: A Dataset for Cross-Lingual Multi-Step Reasoning Evaluation AACL 2025 Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning ICLR 2025 RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks AAAI 2025 Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty EMNLP 2025 Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models ACL 2025 SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis EMNLP 2025 SPaRC: A Spatial Pathfinding Reasoning Challenge EMNLP 2025 StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models EMNLP 2025 Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025 Synthetic Data Generation Using Large Language Models for Financial Question Answering COLING 2025 Tdnguyen at CQs-Gen 2025: Adapt Large Language Models with Multi-Step Reasoning for Critical Questions Generation ACL 2025 Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data ACL 2025 ToolSafety: A Comprehensive Dataset for Enhancing Safety in LLM-Based Agent Tool Invocations EMNLP 2025 ToolVQA: A Dataset for Multi-step Reasoning VQA with External Tools ICCV 2025 Trojsten Benchmark: Evaluating LLM Problem-Solving in Slovak STEM Competition Problems EMNLP 2025 TurnBench-MS: A Benchmark for Evaluating Multi-Turn, Multi-Step Reasoning in Large Language Models EMNLP 2025 Uncertainty Propagation on LLM Agent ACL 2025