step-by-step reasoning

Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models CVPR 2026 Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling EMNLP 2025 AURELIA: Test-time Reasoning Distillation in Audio-Visual LLMs ICCV 2025 BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025 Command-A-Translate: Raising the Bar of Machine Translation with Difficulty Filtering EMNLP 2025 Evaluating Mathematical Reasoning Beyond Accuracy AAAI 2025 Evaluating Step-by-step Reasoning Traces: A Survey EMNLP 2025 GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering COLING 2025 Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning NAACL 2025 LegalReasoner: Step-wised Verification-Correction for Legal Judgment Reasoning ACL 2025 LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025 Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving ACL 2025 MathMistake Checker: A Comprehensive Demonstration for Step-by-Step Math Problem Mistake Finding by Prompt-Guided LLMs AAAI 2025 MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025 MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing NAACL 2025 R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization ICCV 2025 R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning EMNLP 2025 Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoning NAACL 2025 Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo ICLR 2025 TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025 WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct ICLR 2025 M3CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought ACL 2024 OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems ACL 2024 Prompt Engineering a Prompt Engineer ACL 2024 Proving Theorems Recursively NeurIPS 2024