Large Language Model Reasoning

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Period ending 2026-09-21

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  1. Reasoning to Regulate: Chain-of-Thought for Traffic Rule Understanding

    Jul 27, 2026Yueru Luo, Xu Yan, Changqing Zhou +5Autonomous DrivingTraffic Sign Recognition

  2. Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems

    Jul 26, 2026Mingzhou Fan, Siyuan Xu, Mingxuan YuanOrchestrationAgent Framework

  3. Do Diagrams Help Large Language Models Reason? Evidence from Syllogistic Reasoning

    Jul 26, 2026Risako Ando, Koji MineshimaDiagramsLarge Language Model Reasoning

  4. RareLens: Towards End-to-End Rare Disease Care via Aligning Divergent Large Language Model Reasoning

    Jul 25, 2026Xi Chen, Hongru Zhou, Shiyu Feng +24Rare DiseaseClinical Reasoning

  5. Traceable LLM Reasoning for Fake-Order Fraud Detection

    Jul 25, 2026Siqi You, Bingsong Xu, Zhixian Zheng +4Fraud DetectionLarge Language Model Reasoning

  6. ADAGE: A Language-Agnostic Pipeline for Analogical Reasoning Evaluation

    Jul 25, 2026Ahmed Haj Ahmed, Alvin GrissomReasoning BenchmarkAnalogy

  7. Reason Popper-ly: Patching In-Context Reasoning with Inductive Logic Programming

    Jul 25, 2026Zirong Chen, Meiyi MaReasoning ChainInductive Logic Programming

  8. Not All LLM Reasoning is Visible in the Chain-of-Thought

    Jul 24, 2026Vatsal Baherwani, Tom Goldstein, Ashwinee PandaLarge Language Model ReasoningChain-of-Thought Reasoning

  9. How Well Can AI Generate Backlogs from App Mockups?

    Jul 24, 2026Andrea Lezcano Airaldi, Lourdes Romera, Walid MaalejRapid PrototypingBottlenecks

  10. Frustratingly Simple Black-Box Adaptation of Language Models via Logit Bias

    Jul 24, 2026Ofek I. Cohen, Lior Shani, Aviv Rosenberg +3Large Language Model AdaptationLogit Lens

  11. TRACTA: Benchmarking Temporal Reasoning over Semantic Trajectories

    Jul 24, 2026Michael Romei De Socio, Gian Luca Pozzato, Alessio MerloNeuro-Symbolic FrameworkReasoning Trajectory

  12. WuYuEval: A Multi-Level Benchmark for Large Language Models in Solid Waste Management

    Jul 24, 2026Yi Zhang, Hongyang Wang, Zheng Hao Leong +11WasteGrading

  13. Reasoning Denoiser: Denoising Reasoning Traces for Hallucination Detection in Large Reasoning Models

    Jul 24, 2026Junlin Fang, Do Nguyen-Thanh, Xiaogang Xu +2Hallucination DetectionReasoning Traces

  14. EVL-MCoT: Enhanced Vision-Language Multi-CoT for Harmful Meme Detection

    Jul 24, 2026Hao Yang, Jin Wang, Xuejie ZhangMemesLarge Vision Language Models

  15. J-CoT: Chain-of-Thought in J-Space

    Jul 24, 2026Junde Wu, Jiayuan Zhu, Fengling Liu +2Efficient Latent ReasoningChain-of-Thought Reasoning

  16. Semiotic logical hexagon theory for LLM logical reasoning

    Jul 24, 2026Yunyao Zhang, Xinglang Zhang, Zeliang Chen +2Large Language Model ReasoningLarge Language Model Performance

  17. Thinkink: 2D Spatial Ink-native Interaction with LLMs

    Jul 23, 2026Mohammad Hasan Payandeh, Daniel Vogel, Jian ZhaoIdeasThinking

  18. Euclid-MCP: A Model Context Protocol Server for Deterministic Logical Reasoning via Prolog

    Jul 23, 2026Bartolomeo BoglioloLarge Language Model ReasoningAgentic Reasoning

  19. Case study: proving sqrt(2) irrational with LPTP and an LLM

    Jul 23, 2026Fred Mesnard, Étienne Payet, Wim VanhoofTheoremModal Logic

  20. Representative Sets in Propositional Abduction

    Jul 23, 2026Johannes Schmidt, Mohamed Maizia, Victor Lagerkvist +1Abductive ReasoningRecursive Reasoner

  21. Training Large Language Models for Self-Explanation Faithfulness

    Jul 23, 2026Yeoktatt Cheah, María Pérez-Ortiz, Noah Y. Siegel +1Large Language Model ReasoningExplanation Faithfulness

  22. The Weight of Silence: A Causal Case for Weights Over the Scratchpad in Latent Chess Reasoning

    Jul 23, 2026Ishan S. KshirsagarEfficient Latent ReasoningLatent Thoughts

  23. REFACT: Adaptive Fact Restatement for Compact and Faithful Chain-of-Thought Reasoning

    Jul 23, 2026Zhensheng Jin, Xin Dai, Zhenghao Liu +5Large Language Model ReasoningContextual Grounding

  24. Perspective Latents as an Architectural Condition for Causal Emergence in Active Inference Agents

    Jul 22, 2026Hongju PaeEfficient Latent ReasoningVideo Latents

  25. Notes to Self: Can LLMs Benefit from Experiential Abstractions?

    Jul 22, 2026Chang Liu, Xinyu Li, Artur DubrawskiAbstractionReasoning Benchmark

  26. PoTRE: Test-Time Reasoning inspired by Cognitive Heterogeneity

    Jul 22, 2026Anmol Kankariya, Sercan Ö. ArıkLarge Language Model ReasoningLarge Language Model Planning

  27. EvoThink: Evolving Thinking in Large Reasoning Models via Self-Pruning and Aha-Moment Preference Optimization

    Jul 22, 2026Xinbang Dai, Zheyu Xin, Huikang Hu +7Large Reasoning ModelsAlphaevolve

  28. A Multi-Dimensional Evaluation of Explainability in Media Bias Detection

    Jul 22, 2026Ting Chen, Raina Zhang, Benjamin M. Ampel +1ExplainabilityRationales

  29. Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models

    Jul 22, 2026Pengchao Feng, Chao-Hong Tan, Qian Chen +3Large Language Model ReasoningContext Compression

  30. Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models

    Jul 22, 2026Yurong Liu, Yeye He, Haoyu Dong +4Tabular DataMissing Data

  31. SLPO: Scaling Latent Reasoning via a Surrogate Policy

    Jul 22, 2026Runyang You, Zhiyuan Liu, Yongqi Li +1Efficient Latent ReasoningTest-Time Scaling

  32. Reference-Free Evaluation of Reasoning in Open-Ended Question Answering

    Jul 22, 2026Guneet Singh Kohli, Yuxiang Zhou, Michael Sejr Schlichtkrull +2Large Language Model ReasoningNatural Language Inference

  33. Anatomy of a Sound Neural Reasoner: One-Shot Amortization, First-Pass Poisoning, and Search Inertness in Clue-Rich Completion

    Jul 22, 2026Aleksey KomissarovPuzzleNeural Solvers

  34. CausalGate: Causal Importance Distillation for Transformer Module Pruning

    Jul 21, 2026Kiran Nair, Smriti Regmi, Rodrigue RizkLLM Inference EfficiencyImportance

  35. Copy Less, Ground More: Overcoming Repetitive Copying in Long-Context Reasoning via Evidence-Aware Reinforcement Learning

    Jul 21, 2026Lizhe Fang, Weizhou Shen, Tianyi Tang +1Efficient Long-Context InferenceLarge Language Model Reasoning

  36. Selective State-Space Adaptation and Retrieval for Language Model Reasoning

    Jul 21, 2026Atahan Dokme, Larry HeckLow-Rank AdaptationLarge Language Model Reasoning

  37. Off-Context GRPO: Learning to Reason on Hard Problems using Privileged Information

    Jul 21, 2026Priyank Agrawal, Ankur Samanta, Shervin Ghasemlou +4Reinforcement Learning With Verifiable RewardGroup Relative Policy Optimization

  38. The Price of Reasoning: Cost-Quality Tradeoffs in Reinforcement Learning for Neural Machine Translation

    Jul 21, 2026Michael Jungo, Aixiu AnLarge Language Model ReasoningReinforcement Learning With Verifiable Reward

  39. Athena-Brain Technical Report: An Efficient Robot Brain for General Intelligence and Embodied Interaction

    Jul 21, 2026Jialian Li, Junhong Liu, Yuchen Cao +6EmbodiedIntelligence

  40. Fishing Out Free Riders: Shapley-Based Reward Attribution for Parallel Reasoning via Reinforcement Learning

    Jul 21, 2026Wentao Zhang, Haoyu Zhang, Xinke Jiang +7Large Language Model ReasoningReasoning Paths

  41. H2^2SD: Hybrid Hindsight Self-Distillation

    Jul 21, 2026Qiye Cai, Yichuan Ma, Peiji Li +6Reinforcement Learning With Verifiable RewardUnsupervised On-Policy Self-Distillation

  42. Reasoning Error from Known Fact: Step-Level Self-Consistency Group Relative Policy Optimization for LLM

    Jul 21, 2026Xiaomeng Hu, Jiaqi Hu, Hao Chen +4Large Language Model HallucinationLarge Language Model Reasoning

  43. CASE: Causal Alignment and Structural Enforcement for Improving Chain-of-Thought Faithfulness

    Jul 21, 2026Ziming Wang, Yinghua Yao, Changwu Huang +2Reasoning ChainExplanation Faithfulness

  44. RF-Agent: A Practical Framework for Building Language Agents for RFIC Design

    Jul 21, 2026Yueqi Xing, Houbo He, Jolie Wang +5Table Reasoning DatasetsElectronic Design Automation

  45. LatentMT: Machine Translation with Latent Reasoning

    Jul 21, 2026Wei-Rui Chen, Samar M. Magdy, Chiyu Zhang +3Neural Machine Translation ModelsMachine Translation

  46. Relay-Bench: Evaluating LLMs on Multi-Domain Reasoning Chains

    Jul 20, 2026Liam SwayneReasoning BenchmarkBenchmarking Large Language Models

  47. Can We Break LLMs Out of Self-Loops? Fine-Grained Reasoning Control with Activation Steering

    Jul 20, 2026Sheldon Yu, Tong Yu, Xunyi Jiang +6Large Language Model ReasoningActivation Steering

  48. A Geometric Perspective on Stabilizing Value Conflict Resolution

    Jul 20, 2026Saket Reddy, Andy LiuLarge Language Model ReasoningKnowledge Conflicts

  49. Uncovering Latent Reasoning Strategies in Language Models

    Jul 20, 2026Awni Altabaa, John LaffertyEfficient Latent ReasoningVariational Inference

  50. Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration

    Jul 20, 2026Jie HuCollaborationOracles

  51. Thinking in Video: Can Video Generators Really Reason About the Real World?

    Jul 20, 2026Yongheng Zhang, Guang Yang, Ruihan Hou +12Generative ModelsThinking

  52. Debate-on-Graph: Reliable and Adaptive Reasoning of Large Language Model on Uncertain Knowledge Graph

    Jul 19, 2026Peiji Yu, Xin Chen, Tianxing WuKnowledge GraphsLarge Language Model Reasoning

  53. Constrained Path Reasoning: Measuring When Committed Stages Earn Their Cost

    Jul 19, 2026Honglin LiReasoning PathsInference Cost

  54. UPAIR: Diagnosing Reasoning States via Uncertainty-Progress Alignment for Selective Intervention

    Jul 19, 2026Cheng Yan, Zhijun Fan, Guangyang Ye +4Large Reasoning ModelsPair Programming

  55. Solver-Hard Is Not Model-Hard: A Hardness-Controlled Diagnostic for LLM Constraint Reasoning

    Jul 19, 2026Lucky VermaLabel Constraint ModelingLarge Language Model Reasoning

  56. Constraint-Anchored Reasoning Traces

    Jul 18, 2026Zehua Cheng, Wei Dai, Jiahao SunLarge Language Model ReasoningMulti-Modal Large Language Models

  57. How to Build Marcus's Algebraic Mind: From Minsky's Emotion-Machine Viewpoint

    Jul 18, 2026Hiroyuki Chuma, Kanji Otsuka, Yoichi SatoCognitive ScienceReasoning Traces

  58. SEER: Supervised Learning to Control Energetic Reasoning

    Jul 17, 2026Sascha Van Cauwelaert, Michele Lombardi, Pierre SchausClassical SolversRecursive Reasoner

  59. Apple-ππ: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

    Jul 17, 2026Runmao Yao, Kairui Hu, Yukang Cao +11Large-Scale Video Generation ModelsPhysical Plausibility

  60. Understanding Reasoning from Pretraining to Post-Training

    Jul 17, 2026Jingyan Shen, Ang Li, Salman Rahman +4Large Language Model ReasoningModel Pretraining