Large Language Model Reasoning

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  1. How Transparent is DiffusionGemma?

    Jun 18, 2026Joshua Engels, Callum McDougall, Bilal Chughtai +11TransparencyInterpretable Models

  2. QMFOL: Benchmarking Large Language Model Reasoning via Quantifiable Monadic First-Order Logic Test Case Generation

    Jun 18, 2026Xinyi Zheng, Ling Shi, Tianlong Yu +3Reasoning BenchmarkLarge Language Model Reasoning

  3. What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis

    Jun 18, 2026Xinghao Chen, Chak Tou Leong, Wenjin Guo +3Efficient Latent ReasoningStep-Level Supervision

  4. ADaPT: Token-Level Decoupling for Efficient Large Reasoning Models

    Jun 18, 2026Tingyun Li, Zishang Jiang, Jinyi Han +8Large Reasoning ModelsEfficient Inference

  5. Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning

    Jun 18, 2026Sajib Acharjee Dip, Dawei Zhou, Liqing ZhangVerifierToken Budgets

  6. Beyond Entropy: Learning from Token-Level Distributional Deviations for LLM Reasoning

    Jun 18, 2026Xuanzhi Feng, Zhengyang Li, Zeyu Liu +6Reinforcement Learning With Verifiable RewardLarge Language Model Reasoning

  7. Efficiently Representing Algorithms With Chain-of-Thought Transformers

    Jun 18, 2026Yanhong Li, Anej Svete, Ashish Sabharwal +1Transformer ArchitecturesChain-of-Thought Reasoning

  8. Hard or Just Unreached? Diagnosing the Sampling Blind Spot in Math-Reasoning Difficulty Estimation

    Jun 17, 2026Luca Zhou, Sajel Shah, Emanuele Rodolà +1Mathematical ReasoningReasoning Benchmark

  9. Analyzing the Narration Gap in LLM-Solver Loops

    Jun 17, 2026Zunchen Huang, Songgaojun DengLarge Language Model SafetyLarge Language Model Reasoning

  10. Structured Inference with Large Language Gibbs

    Jun 17, 2026Sanghyeok Choi, Henry Gouk, Esmeralda S. WhitammerProbabilistic InferenceLarge Language Model Reasoning

  11. Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation

    Jun 17, 2026Sihan Wang, Xiyao Liu, Lianqing Liu +1On-Policy DistillationLarge Language Model Reasoning

  12. GraphPO: Graph-based Policy Optimization for Reasoning Models

    Jun 17, 2026Yuliang Zhan, Xinyu Tang, Jian Li +7Reasoning PathsReinforcement Learning With Verifiable Reward

  13. RTSGameBench: An RTS Benchmark for Strategic Reasoning by Vision-Language Models

    Jun 17, 2026San Kim, Daechul Ahn, Reokyoung Kim +3Agentic BenchmarksReasoning Benchmark

  14. REVES: REvision and VErification--Augmented Training for Test-Time Scaling

    Jun 17, 2026Yuanxin Liu, Ruida Zhou, Xinyan Zhao +6Large Language Model ReasoningTest Time

  15. Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation

    Jun 17, 2026Zhilin Huang, Hang Gao, Ziqiang Dong +6Unsupervised On-Policy Self-DistillationIterative Self-Correction

  16. Beyond Reward Engineering: A Data Recipe for Long-Context Reinforcement Learning

    Jun 17, 2026Xiaoyue Xu, Sikui Zhang, Xiaorong Wang +2Large Language Model ReasoningDeep Reinforcement Learning

  17. PragReST: Self-Reinforcing Counterfactual Reasoning for Pragmatic Language Understanding

    Jun 17, 2026Jihyung Park, Minchao Huang, Leqi Liu +1Large Language Model ReasoningCounterfactual Reasoning

  18. Sparsity Curse: Understanding RLVR Model Parameter Space from Model Merging

    Jun 16, 2026Chenrui Wu, Zexi Li, Jiajun Bu +2Reinforcement Learning With Verifiable RewardModel Merging

  19. Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers

    Jun 16, 2026Sajad Movahedi, Vera Milovanović, Shlomo Libo Feigin +5Transformer ArchitecturesFeed-Forward Network

  20. WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning

    Jun 16, 2026Yuwei Zhang, Tong Xia, Bianca Emmerich +5Wearable DevicesAgentic Reasoning

  21. From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

    Jun 16, 2026Lingjing Kong, Xin Liu, Guangyi Chen +9Large Language Model ReasoningReasoning Traces

  22. ThinkingVLA: Interleaved Vision and Language Reasoning for Robotic Manipulation

    Jun 16, 2026Tianyi Lu, Hui Zhang, Zijie Diao +8Vision-Language-Action ModelsLong-Horizon Tasks

  23. ChLogic: Evaluating Robustness of Logical Reasoning in Chinese Expressions

    Jun 16, 2026Peixian Zhou, Yuxu Chen, Chaorui Zhang +3Multilingual ReasoningReasoning Benchmark

  24. Dynamic Rollout Editing for Reducing Overthinking in RL-Trained Reasoning Models

    Jun 16, 2026Zihao Wei, Wenjie Shi, Liang Pang +8Large Reasoning ModelsRollout

  25. MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning

    Jun 16, 2026Wanshi Xu, Haokun Zhao, Haidong Yuan +2Mathematical ReasoningFine-Grained Perception

  26. Continual Self-Improvement with Lightweight Experiential Latent Memories

    Jun 16, 2026Vaggelis Dorovatas, Nancy Kalaj, Rahaf AljundiEfficient Latent ReasoningIn-Context Learning

  27. Shattering the Autoregressive Curse: Dynamic Epistemic Entropy Orchestrated Erasable Reinforcement Learning for LLMs

    Jun 16, 2026Ziliang Wang, Kang An, Faqiang Qian +5Large Language Model ReasoningDeep Reinforcement Learning

  28. Universal Image Restoration via Internalized Chain-of-Thought Reasoning

    Jun 16, 2026Yu Guo, Zhengru Fang, Shengfeng He +4Image RestorationRestoration

  29. Learning to Refine Hidden States for Reliable LLM Reasoning

    Jun 16, 2026Chia-Hsuan Hsu, Jui-Ming YaoLarge Language Model ReasoningEfficient Latent Reasoning

  30. Decoding Hidden Deception in Reasoning LLMs: Activation Explainers for Deception Auditing

    Jun 16, 2026Kexin Chen, Yi Liu, Haonan Zhang +3DeceptionLarge Language Model Reasoning

  31. Enhancing Pathological VLMs with Cross-scale Reasoning

    Jun 16, 2026Chi Phan, Tianyi Zhang, Qiaochu Xue +5Knowledge-Based Visual Question AnsweringTissue Architecture

  32. Quantifying Consistency in LLM Logical Reasoning via Structural Uncertainty

    Jun 15, 2026Baishali Chaudhury, Mengdie Flora Wang, Hyunji Hayley Park +3Large Language Model ReasoningUnreliable Reasoning

  33. Context-Aware RL for Agentic and Multimodal LLMs

    Jun 15, 2026Peiyang Xu, Bangzheng Li, Sijia Liu +4Multimodal ReasoningLarge Language Model Reasoning

  34. ExpRL: Exploratory RL for LLM Mid-Training

    Jun 15, 2026Violet Xiang, Amrith Setlur, Chase Blagden +2Large Language Model ReasoningSparse Rewards

  35. Robust Dual-Signal Fusion: Hybrid Neuro-Symbolic Gating with Compressed Chain-of-Thought Refinement for Irony Detection in Social Media Texts

    Jun 15, 2026Ankit Bhattacharjee, Krityapriya BhaumikNeuro-Symbolic FrameworkSocial Media

  36. Scaling LLM Reasoning from Minimal Labels: A Semi-Supervised Framework with a Lightweight Verifier

    Jun 15, 2026Keizo Kato, Chenhui Chu, Yugo Murawaki +1Large Language Model ReasoningReasoning Traces

  37. Adaptive and Explicit safe: Triggering Latent Safety Awareness in Large Reasoning Models

    Jun 15, 2026Ke Miao, Jiaxin Li, Hongliang Chen +2Large Language Model SafetyLarge Reasoning Models

  38. We Need Explanation Cards to Connect Explanation Algorithms to the Real World

    Jun 15, 2026Eric Günther, Balázs Szabados, Kristof Meding +3ExplainabilityCounterfactual Explanation

  39. Gen-VCoT: Generative Visual Chain-of-Thought Reasoning via Diffusion-Based RGB Intermediate Representations

    Jun 15, 2026Zhiqiang Zhou, Junliang Dai, Xu lingVisual ReasoningEfficient Chain-Of-Thought Reasoning

  40. Can LLM Agents Infer World Models? Evidence from Agentic Automata Learning

    Jun 15, 2026Reef Menaged, Gili Lior, Shauli Ravfogel +2AutomataLarge Reasoning Models

  41. How Post-Training Shapes Biological Reasoning Models

    Jun 15, 2026Lukas Fesser, Hanlin Zhang, Michelle M. Li +5BiologicalLarge Reasoning Models

  42. Tyler: Typed Latent Reasoning for Language Models -- When to Think, What to Compute, and How Much to Allocate

    Jun 15, 2026Hanyu Lin, Min Cai, Jiawei Wen +1Chain-of-Thought Reasoning

  43. AdaSTORM: Scaling LLM Reasoning on Dynamic Graphs via Adaptive Spatio-Temporal Multi-Agent Collaboration

    Jun 15, 2026Bing Hao, Ruijie Wang, Haodong Qian +5Multi-Agent ReasoningHierarchical Graph Memory

  44. Latent Thought Flow: Efficient Latent Reasoning in Large Language Models

    Jun 15, 2026Xiandong Zou, Jing Huang, Jianshu Li +1Efficient Latent ReasoningLatent Thoughts

  45. Weaving Multi-Source Evidence for Biomedical Reasoning: The BioMedHop Benchmark and BioWeave Framework

    Jun 15, 2026Xingyu Tan, Shiyuan Liu, Xiaoyang Wang +5Biomedical Knowledge GraphMulti-Hop Reasoning

  46. The Quality-Utility Paradox: Why High-Reward Data Impairs Small Model Mathematical Reasoning

    Jun 15, 2026Haolong Qian, Xianliang Yang, Yinuo ma +6Mathematical ReasoningLarge Reasoning Models

  47. GRACE: Step-Level Benchmark for Faithful Reasoning over Context

    Jun 15, 2026Hoang Pham, Dong Le, Anh Tuan LuuContextual ReasoningExplanation Faithfulness

  48. Thinking with Visual Grounding

    Jun 15, 2026Junkai Zhang, Yihe Deng, Kai-Wei Chang +1Explicit Visual GroundingVisual Reasoning

  49. Free Energy Heuristics: Fast-And-Frugal Cognition as Active Inference Under Uncertain Precision

    Jun 14, 2026Alex BogdanCognitive ScienceChain-of-Thought Reasoning

  50. SciOrch: Learning to Orchestrate Expert LLMs for Solving Frontier Multimodal Scientific Reasoning Tasks

    Jun 14, 2026Jingru Guo, Xiangyuan Xue, Lian Zhang +6Large Language Model ReasoningScientific Discovery

  51. Faithful Action-unit Causal Reasoning for Counterfactually Faithful Emotion Explanations

    Jun 14, 2026Van Thong Huynh, Hong Hai Nguyen, Thuy Pham +2Counterfactual ReasoningCausal Reasoning

  52. RoboPIN: Grounded Embodied Reasoning via Pinned Chain-of-Thought

    Jun 14, 2026Yaoting Huang, Yifu Yuan, Linqi Han +6Explicit Visual GroundingEfficient Chain-Of-Thought Reasoning

  53. NeRD: Neuro-Symbolic Rule Distillation for Efficient Ontology-Grounded Chain-of-Thought in Medical Image Diagnosis

    Jun 14, 2026Hongxi Yang, Yiwen Jiang, Siyuan Yan +8Model InterpretabilityNeuro-Symbolic Framework

  54. Integrating Reasoning and Generalization in Text-to-SQL via Self-Enhanced Fine-Tuning

    Jun 14, 2026Feng Lyu, Jinfeng Cen, Sijing Duan +4Text-To-SqlSql

  55. Understanding Diversity Collapse in RLVR via the Lens of Overtraining

    Jun 13, 2026Suqin Yuan, Jinkun Chen, Jiyang Zheng +6Reinforcement Learning With Verifiable RewardVerifiable Rewards

  56. HoloRec: Holistic Encoding and Interleaved Reasoning for Generative Recommendation

    Jun 13, 2026Shuqi Zhao, Jingsong Su, Xiang Liu +9RecommendationChain-of-Thought Reasoning

  57. Hybrid NARX-LLM for Greenland Iceberg Discharge: Prompt-Driven Residual Correction

    Jun 13, 2026Yiquan Gao, Duohui XuSea-Surface Temperature DataAutoregressive Model

  58. DLWM: Diverse Latent World Models for Efficient Multimodal Reasoning

    Jun 13, 2026David Huang, Lianlei ShanMultimodal ReasoningMultimodal Reasoning Benchmarks

  59. Beyond Accuracy: Measuring Bias Acknowledgment in Chain-of-Thought Reasoning for Responsible AI Evaluation

    Jun 13, 2026Xian Sun, Wei Gao, Yingshuo Wang +9Artificial Intelligence EvaluationImplicit Bias

  60. AdaMame: A Training Recipe for Adaptive Multilingual Reasoning

    Jun 13, 2026Dayeon Ki, Kevin Duh, Marine CarpuatMultilingual ReasoningLarge Language Model Reasoning