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Chain-of-Thought Reasoning

68 papers

Papers per year

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61

Papers

Reasoning Fails Where Step Flow Breaks ACL 2026

Efficient Paths and Dense Rewards: Probabilistic Flow Reasoning for Large Language Models ACL 2026

ConfSpec: Efficient Step-Level Speculative Reasoning via Confidence-Gated Verification ACL 2026

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning ACL 2026

Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning ACL 2026

MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning ACL 2026

Think Faster Than Words: Efficient LLM Chain-of-Thought Reasoning via Dynamic Shortcut Decoding ACL 2026

Think Better, Not Longer: Token-Level Marginal Utility for Efficient Reasoning in Large Reasoning Models ACL 2026

MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection ACL 2026

Token-Level Policy Optimization: Linking Group-Level Rewards to Token-Level Aggregation via sequence-level likelihood ACL 2026

RLSeek: Evidence-Grounded Reasoning for RAG Hallucination Detection ACL 2026

Self-SoftCoT: A Self-Consistent Framework via Position-Aware Latent Space Reinforcement Learning ACL 2026

More Thinking, Less Talking: Internalizing Deliberative Safety into LLM Parameters ACL 2026

Training LLMs for Divide-and-Conquer Reasoning Elevates Test-Time Scalability ACL 2026

Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ACL 2026

Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation ACL 2026

Efficient Process Reward Modeling via Contrastive Mutual Information ACL 2026

Revealing Procedural Reasoning Structures in Chain-of-Thought Training via Span-Level Gradient Organization ACL 2026

ImpRIF: Stronger Implicit Reasoning Leads to Better Complex Instruction Following ACL 2026

Too Long, Do Re-weighting for Efficient LLM Reasoning Compression ACL 2026

Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning ACL 2026

MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation ACL 2026

I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing ACL 2026

Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs ACL 2026

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning ACL 2026