Chain-Of-Thought Reasoning

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-14

23 new papers

A weekly snapshot of new work published in Chain-Of-Thought Reasoning.

Period ending 2026-09-07

41 new papers

A weekly snapshot of new work published in Chain-Of-Thought Reasoning.

Inside this field

Focused directions

1,527 papers

Latest in Chain-Of-Thought Reasoning

Open your feed →
CardsList

  1. Verifiable Social Reasoning for LLM Assistants

    Sep 15, 2026Amir Taubenfeld, Zorik Gekhman, Avigail Grinstein-Dabush +6LLM Reasoning Methods

  2. PunGraph: Retrieval-Enhanced Phonetic-Semantic Graph Reasoning for Pun Understanding

    Sep 15, 2026Yuchen Su, Zijian Huang, Yaotian Shi +6Protein Language ModelLLM Reasoning Methods

  3. Reasoning with Image Generation

    Sep 14, 2026Nishad Singhi, Hector Garcia Rodriguez, Aditya Arora +2Visual GenerationLLM Reasoning Methods

  4. Improving Mathematical Reasoning Capabilities in Large Language Models via Reasoning Process Error Classification

    Sep 14, 2026Runa Yoshida, Kosuke Nishida, Kyosuke NishidaLLM Reasoning Methods

  5. Chopthin-Consensus Power Sampling: A Diversity-Preserving Approach to LLM Decoding

    Sep 14, 2026Minoo Ahmadi, Seyedarmin Azizi, Erfan Baghaei Potraghloo +2LLM Reasoning Methods

  6. HypoKG: Evidence-Disciplined Biomedical Hypothesis Generation Beyond Endpoint Knowledge

    Sep 14, 2026Dominic Okonkwo, Adetayo Okunoye, Ismailcem Budak ArpinarBiomedical Knowledge GraphHypothesis Generation

  7. From Collaboration to Capability: Internalizing Routed LLM Experts into Compact Reasoners

    Sep 14, 2026Frank Nie, Shuyao Wang, Ethan B. LiuLLM Reasoning MethodsSkewed Expert Demand

  8. Func-R1: Incentivizing Mathematical Function Reasoning in Multimodal Large Language Models

    Sep 13, 2026Mingze Yin, Xiaohan Wang, Dian Li +8Mathematical ReasoningLLM Reasoning Methods

  9. Magenta: Closing the Loop Between Mathematical Reasoning and Lean Verification

    Sep 12, 2026Joshua Ong Jun Leang, Haonan Li, Zheng Zhao +6Mathematical ReasoningLLM Reasoning Methods

  10. Beyond Confidence: Stability-Aware Test-Time Adaptation for LLM Reasoning

    Sep 12, 2026Bincheng Gu, Min Gao, Zongwei Wang +3Test-Time AdaptationLLM Reasoning Methods

  11. SIRF: A Spec-Internalized Risk Foundation Model for Industrial Content Risk Control

    Sep 12, 2026Suwan Wu, Yumeng Lin, Pengcheng Yuan +1AI Risk AssessmentChain-Of-Thought

  12. RetroThinker: Enabling Retrospective Thinking in Speech LLMs

    Sep 12, 2026Yi-Jen Shih, Puyuan Peng, Abdelrahman Mohamed +1Speech-LlmsLLM Reasoning Methods

  13. Negative Self-Distillation: Learning to Reason by Avoiding Flaws

    Sep 10, 2026Rongcan Pei, Zhepei Wei, Shuyao Xu +3Unsupervised On-Policy Self-DistillationSelf-Distillation

  14. Quantifying Logical Consistency in Transformers via Query-Key Alignment

    Sep 10, 2026Eduard Tulchinskii, Anastasia Voznyuk, Laida Kushnareva +4LLM Reasoning MethodsReasoning Benchmark

  15. Building Multilingual Bridges: Data Mixing as the Pillar of Generalization for In-Language Reasoning

    Sep 9, 2026Mehrnaz Mofakhami, Ananya Sahu, Alejandro R. Salamanca +5LLM Reasoning MethodsMultilingual

  16. ConvMem: Convolutional Memory for Long-Context Reasoning

    Sep 9, 2026Hongming Zhang, Zhaozhen Gu, Fengshuo Bai +6Efficient Long-Context InferenceLLM Reasoning Methods

  17. From Symbolic Perception to Logical Deduction: A Framework for Guiding Language Models in Geometric Reasoning

    Sep 9, 2026Weichen Dai, Rafael Medeiros Cabral, Ziyi Shou +4LLM Reasoning MethodsLarge Multimodal Models

  18. TRACE: Training Reasoning Agents for Causal Exploration with Synthesized Rewards

    Sep 9, 2026Rui Sun, Zhan Shi, Bing HeVerifiable RewardsReasoning Traces

  19. Beyond Surface Imitation: Contrastive Modeling for Reasoning Path Alignment in Multimodal In-Context Learning

    Sep 9, 2026Mingbo Yang, Wenqiang Wang, Zhaolu Kang +4In-Context LearningContrastive Learning

  20. Structural Process Supervision for Latent Chain-of-Thought Reasoning

    Sep 9, 2026Yiqi Li, Xu Chen, Chen Ju +6Latent ReasoningChain-Of-Thought

  21. Proof-Carrying Cognition: Closing the Verification Gap with Reality-Settled Reward

    Sep 9, 2026Eshwar Reddy M, Sourav KarmakarVerifiable RewardsProbabilistic Verification

  22. CT-SAFR: Safe and Interpretable Chain-of-Thought Reasoning for Autonomous Robots: A Multi-Layered Verification Framework for Trustworthy AI-Driven Robotic Decision Making

    Sep 9, 2026Cagri TemelAgentic ReasoningChain-Of-Thought

  23. What Does MMLU Actually Measure? A Psychometric Audit of Difficulty Structure in Aggregate Benchmark Scores

    Sep 8, 2026Dana Paquin, Riddhiman JainMmlu-ProPsychometrics

  24. Do Reasoning Representations Help Humans Evaluate LLM Outputs?

    Sep 8, 2026Jaewoo Lim, Sungbok Shin, Sanghyun HongLLM Reasoning MethodsModel Interpretability Methods

  25. Answer-Distribution Trajectories: A Stochastic-Dynamics View of LLM Reasoning

    Sep 8, 2026Mar Gonzàlez I Català, Haitz Sáez de Ocáriz Borde, Davide Murari +3LLM Reasoning MethodsStochastic Dynamics

  26. Deposon: An Auditable, Conservation-Guaranteed, Game-Theoretically Tested Scattering Layer over LLM Reasoning Paths

    Sep 8, 2026Qihao YuanReasoning PathsLLM Reasoning Methods

  27. Does Deeper Reasoning Compromise Alignment? Revealing and Mitigating of Alignment Collapse in Large Reasoning Models

    Sep 8, 2026Yu-Hang Wu, Yu-Jie Xiong, Henghua Zhang +3Large Reasoning ModelsSafety Alignment

  28. A*-Thought-V2: Efficient Latent Reasoning via Geometric Dynamics of LLM

    Sep 7, 2026Xiaoang Xu, Siyuan Liu, Shuo Wang +13Latent ReasoningChain-Of-Thought

  29. Audit Without Verification: When LLM Accountability Layers Relay Rather Than Check

    Sep 7, 2026Paul-Peter ArslanAlgorithm AuditingStep-Level Failure Attribution

  30. Think Wider: Mitigating Latent Rank Collapse in Implicit Chain-of-Thought Reasoning

    Sep 7, 2026Yuwen Hao, Menglin YangLatent ReasoningChain-Of-Thought

  31. PerfReasoning: How Well Do LLMs Reason on Hardware Performance?

    Sep 7, 2026Dan Zhao, Karthikeyan Sankaralingam, Christos Kozyrakis +1LLM Reasoning MethodsLarge Language Model Benchmarks

  32. MCPO: Modality-Contrastive Preference Optimization for Multimodal Chain-of-Thought Compression

    Sep 4, 2026Guangheng Yang, Zhenliang Ni, Zhenkai Wu +4Large Multimodal ModelsChain-Of-Thought

  33. Legibility is Not Interpretability: Comparing Judged and Actual Importance in Chain-Of-Thought Reasoning

    Sep 3, 2026Kevin Du, Alexander Hoyle, Laura Ruis +1Reasoning ChainReasoning Traces

  34. Sequential Beats Joint: On the Interplay between On-Policy Distillation and RLVR

    Sep 3, 2026Boyan Li, Bingsen Chen, Chenghao Yang +3Verifiable RewardsOn-Policy Distillation

  35. </think> Doesn't Stop Reasoning: Analysis of Spurious CoT Termination

    Sep 3, 2026Seunghee Koh, Sungjae Choi, Minchan Kwon +2Chain-Of-ThoughtThinking

  36. GrowPage: On-Demand KV Budgeting for Efficient LLM Reasoning Serving

    Sep 3, 2026Qiankun Ma, Yanjiang Zhou, Zinan Xiong +5LLM Reasoning MethodsBudgets

  37. It's the Problem, Not the Path: Budget and Difficulty Confounds in LLM Reasoning Trajectories

    Sep 3, 2026Yigit Utku BulutLLM Reasoning MethodsReasoning Traces

  38. Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning

    Sep 3, 2026Heng Wang, Jielin Qiu, Wenting Zhao +7Key-Value Cache EvictionKey-Value Cache

  39. Gradients Know What Outcomes Don't: Unlocking Reinforcement Learning for LLM Reasoning with Gradient-Aligned Rewards

    Sep 3, 2026Leqi Zheng, Jinbo Su, Fang Niu +8Verifiable RewardsLLM Reasoning Methods

  40. FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience

    Sep 3, 2026Zixun Huang, Kishan Panaganti, Haitao Mi +1Verifiable RewardsReasoning Trajectory

  41. Frontier LLMs are effective batch optimizers: Assessing reasoning models in continuous and discrete settings

    Sep 2, 2026Frank Hu, Shriram Chennakesavalu, David GraffAdaptive OptimizersFrontiers

  42. Thinking effort aligns between humans and reasoning models in abductive reasoning

    Sep 1, 2026Henry ArthurLarge Reasoning ModelsAbductive Reasoning

  43. Induction and Inquiry via Probabilistic Reasoning over Language and Code

    Sep 1, 2026Wasu Top Piriyakulkij, Sam Acquaviva, Cassidy Langenfeld +2LLM Reasoning MethodsCognitive Science

  44. Diffusion as a Training Curriculum for Timestep-Free Iterative Reasoning

    Sep 1, 2026Mariia Drozdova, Aidan Sirbu, Pietro Miotti +4Future Llm-Assisted Solver DevelopmentInference-Time

  45. H2Table: Hierarchical Hypergraph-Enhanced Large Language Models for Complex Table Reasoning

    Sep 1, 2026Jia Ling, Yangfan Wang, Chen Tang +4TableMulti-Hop Reasoning

  46. Latent Recurrent Thoughts: Recurrent Refinement of Proposed Latents for Reasoning with Frozen LLMs

    Sep 1, 2026Zhaoliang Chen, Jie FuLatent ThoughtsChain-Of-Thought

  47. Escaping Redundant Reasoning: Structure-Aware Search for Inference-Time LLMs

    Sep 1, 2026Lu ChengInference-TimeReasoning Paths

  48. The Answer Is Not the Argument

    Aug 31, 2026Will Yeadon, Sergio Juárez, Paul Mackay +5Reasoning TracesTraces

  49. Scaling Large Reasoning Models beyond Human Supervision: A Path toward Superintelligence

    Aug 31, 2026Zhiqin Yang, Jingwen Fu, Yuhan Liu +16Process-Level SupervisionCurriculum Reinforcement Learning

  50. A Model with No Head and Many Thoughts

    Aug 31, 2026Nikita Koriagin, Yaroslav Aksenov, George Bredis +3Latent ThoughtsThinking

  51. Wrong Prediction, Right Answer: Recovering Evidence from Collapsed LLM Sequence Scores

    Aug 31, 2026Qiyao Yan, Chenpeng Wang, Liangming PanLLM Reasoning MethodsReasoning Benchmark

  52. Every Token Leaves a Ripple in the Stream of Thought: Eliciting Model-Internal Token Saliency for Chain-of-Thought Compression

    Aug 31, 2026Tianyi Zhao, Yinhan He, Wendy Zheng +1Chain-Of-ThoughtReasoning Chain

  53. SocialReasonBench: A Video-QA Benchmark for Social Reasoning with Counterfactual Narrative Videos

    Aug 31, 2026Zheyu Huang, Zijing Shi, Haozhe Luo +4Reasoning BenchmarkAgentic Benchmarks

  54. LCoT-GV: Graph Attention Networks for Verifying Long Reasoning Chains in Large Language Models

    Aug 31, 2026Bérénice Jaulmes, Mehwish AlamReasoning GraphsReasoning Chain

  55. Geometry of Divergence: Tracking Hidden-State Trajectories for Adaptive Multi-Turn Reasoning

    Aug 31, 2026Jie Liang, Zhengxin Yu, Hamid Nasiri +1Reasoning TrajectoryMulti-Turn Interactions

  56. GMTS: Gradient Magnitude-based Token Selection Improves RLVR Training for LLM Reasoning

    Aug 31, 2026Outongyi Lv, Yuanwei Zhang, Xiaoqun ZhangToken-Level EntropyLLM Reasoning Methods

  57. Automated Testing of LLM-Based Post Hoc Explainers Using Model Checking as an Oracle

    Aug 31, 2026Dennis Gross, Helge SpiekerProbabilistic Model CheckingExplanations

  58. CM2: Multimodal Cultural Reasoning via an Integrated Multi-Agent Framework

    Aug 31, 2026Qi Li, Zhaojie Kang, Yingjie He +6Multimodal ReasoningLLM Reasoning Methods

  59. Enhancing Low-Resource Language Reasoning via High-Resource Language Feature Transfer

    Aug 31, 2026Minju Song, Hyeon Hwang, Junhyun Lee +1Cross-Lingual TransferCross-Lingual Consistency

  60. Learning to Reason and Use Tools through Unsupervised Fine-Tuning in Task-Oriented Dialog Systems

    Aug 31, 2026Markel Ferro, Oier Lopez de LacalleDialogue SystemsLLM Reasoning Methods