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chain-of-thought reasoning

469 papers

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large language model (12755) reinforcement learning (4122) question answering (2904) multimodal large language model (865) multimodal learning (4622) mathematical reasoning (355) chain of thought (274) knowledge distillation (3680) vision-language model (2235) prompt engineering (1128)

Papers

Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025
Think Both Ways: Teacher-Student Bidirectional Reasoning Enhances MCQ Generation and Distractor Quality ACL 2025
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems ACL 2025
BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering ACL 2025
CoT-based Synthesizer: Enhancing LLM Performance through Answer Synthesis ACL 2025
Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025
Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research ACL 2025
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025
Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025
Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025
CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models CVPR 2025
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research CVPR 2025
Zero-Shot Cross-Domain Aspect-Based Sentiment Analysis via Domain-Contextualized Chain-of-Thought Reasoning EMNLP 2025
Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation EMNLP 2025
Graph-R1: Incentivizing the Zero-Shot Graph Learning Capability in LLMs via Explicit Reasoning EMNLP 2025
PromptSculptor: Multi-Agent Based Text-to-Image Prompt Optimization EMNLP 2025
RoT: Enhancing Table Reasoning with Iterative Row-Wise Traversals EMNLP 2025
Parallel Continuous Chain-of-Thought with Jacobi Iteration EMNLP 2025
Path Drift in Large Reasoning Models: How First-Person Commitments Override Safety EMNLP 2025
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions EMNLP 2025
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025
Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025
Flexible Thinking for Multimodal Emotional Support Conversation via Reinforcement Learning EMNLP 2025