Large Language Model Reasoning

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Period ending 2026-09-21

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  1. Are You Sure You're Sure? On the Impact of Instruction Tuning on Confidence and Lexical Diversity

    Aug 13, 2026Irina Proskurina, Mayank Kumar, Oyindolapo O. KomolafeInstruction TuningInstruction-Tuned Models

  2. Enhancing Virtual Agents through SLMs and Edge-Computing: An Exploratory Evaluation of Think and Memory Processes

    Aug 13, 2026Aimilios Hadjiliasi, Louis NisiotisEmbodied AgentsEdge Computing

  3. Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services

    Aug 13, 2026Ahmet Bugra Gundogan, Yigit Turkmen, Melih BastopcuLarge Language Model ReasoningPrices

  4. Follow the Norm: Accounting for Fine-Tuning and Prompt Effects on Model Rationales

    Aug 13, 2026Long Hoang Nguyen, Brice Valentin Kok-Shun, Guangyu Du +1RationalesArtificial Intelligence Systems

  5. Reasoning for Social Audio-Visual Question Answering: Where Do We Stand?

    Aug 13, 2026Koen P. de Vries, Xavier Alameda-Pineda, Estefanía Talavera +1Audio-Visual ReasoningSocial Media

  6. TsuGO: Probing Search Efficiency in LLM Reasoning via Go Life-and-Death Problems

    Aug 13, 2026Shunwen Bai, Ziping Ma, Chaoyang Zhang +4Large Language Model ReasoningReasoning Benchmark

  7. Towards Physics-Faithful Generation of Scientific Diagrams

    Aug 13, 2026Minghui Zhang, Jinxin Shi, Yifan Chang +12DiagramsReasoning Graphs

  8. LycheeMemory V2: Efficient Long-Term Memory for LLM Agents via Semantic Segment-Level Consolidation

    Aug 13, 2026Dongfang Li, Zixuan Liu, Junmai Wang +5Long-Term MemoryLarge Language Model Agents

  9. Moose: Latent concept learning with reasoning-shortcut awareness in EL++\mathcal{EL}^{++}

    Aug 13, 2026Olga Mashkova, Asaad Mohammedsaleh, Fernando Zhapa-Camacho +1OntologyEfficient Latent Reasoning

  10. Falsehood and Impossibility Are Different Directions in an AI's Representation of Language

    Aug 13, 2026Yoon Pyo LeeImpossibilityFalsehood

  11. Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces

    Aug 12, 2026Congchao Wang, Diwakar Singh, Qiaozi Gao +3Reasoning TracesJudges

  12. AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses

    Aug 12, 2026Cheng Qian, Wenting Zhao, Liangwei Yang +6Inference-TimeChain-Of-Thought Distillation

  13. VAKRA: Evaluating Multi-Hop Reasoning Across APIs and Retrieval Under Tool-Use Policies

    Aug 12, 2026Ankita Rajaram Naik, Anupama Murthi, Benjamin Elder +6Reasoning BenchmarkMulti-Hop Reasoning

  14. Who Thinks Best Depends on How Long You Let Them: Budget-Dependent Rankings in LLM Evaluation

    Aug 12, 2026Rodrigo Guedes de Souza, Alison R. PanissonLarge Language Model EvaluationReasoning Benchmark

  15. Do LLMs Take Care of Their Own? Similarity Signals Can Induce Cooperation

    Aug 12, 2026Akash Kundu, Emanuel Tewolde, Ratip Emin Berker +2CooperationLarge Language Model Decision-Making

  16. Chain-of-Thought Shows the Path to a Tree: Realizing Branching Complexity

    Aug 12, 2026Debanjan Dutta, Anish Chakrabarty, Swagatam DasSearch DepthChain-of-Thought Reasoning

  17. LEMUR: Latent Entropy-aware Multimodal Unlearning via Visual-anchored Reasoning Redirection

    Aug 12, 2026Xinhao Zhong, Yuxia Qiao, Junhao Li +3Efficient Latent ReasoningUnlearning Aims

  18. XCoT-VLA: Executable Chain-of-Thought for Vision-Language-Action Driving

    Aug 11, 2026Foundation Model Team, XPeng IncEfficient Vision-Language-Action ModelsVision-Language-Action Models

  19. MUSE: A Full-Text Cross-Domain Knowledge Base of Scientific Problems, Solutions, and Rationales

    Aug 11, 2026Tsofia Cohen, Tom HopeScientific DiscoveryLarge Language Model Reasoning

  20. REAP: Relation-Aware Elicitation and Parsing for Closed-Book Knowledge Base Construction from LLMs

    Aug 11, 2026Thanh-Dan Bui, Thanh-Trung Do, Tuan-Phong NguyenKnowledge GraphsRelation Extraction

  21. Evidence-Grounded Trustworthy Multimodal Reasoning and Evaluation Benchmark in Complex Urban Scenes

    Aug 11, 2026Zhaoyang Wei, Bowen Jiang, Xumeng Han +6Multimodal ReasoningVisual Reasoning

  22. ThinkRetrieve: Retrieval-Augmented Reasoning Traces for Test-Time Scaling

    Aug 11, 2026Vaibhav Singh, Soumya Suvra Ghosal, Sarvesh Gharat +3Test-Time ScalingLarge Reasoning Models

  23. FaithformBench: Benchmarking Faithfulness of Mathematical Chain-of-Thought Autoformalisation

    Aug 11, 2026Rob Cornish, Iacopo Ghinassi, Po-Hung Yeh +7AutoformalizationTheorem

  24. Tree-of-Ideas: Automated Research Ideation via Cross-Trajectory Reasoning over Scholarly Evolution

    Aug 11, 2026Xun Li, Yiying Yang, Pengtao Li +8IdeasAutoresearch

  25. ENTLORE: A Graph-Grounded Benchmark for Latent Organizational Reasoning in Enterprise Question Answering

    Aug 11, 2026Akrin Zheng, Alexander Wu, Alaia LiuCode Property GraphsMulti-Hop Question Answering Benchmarks

  26. Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent

    Aug 11, 2026Fanqi Zhou, Qiaosheng Chen, Zixian Huang +1Data-CurationInstruction

  27. INSIDE the Student's Mind: Jointly Modeling Latent Reasoning and Action in LLM Student Simulators

    Aug 11, 2026Rose Niousha, Minwoo Kang, Narges NorouziUser SimulationStudent

  28. Multi-Granular Rationale-Guided Molecular LLM for Property Prediction

    Aug 11, 2026Junwoo Park, Minyoung Shin, Cheol Soon Lee +1Molecular Property PredictionLarge Language Model Reasoning

  29. REATS: LLM Reasoning-based Ensemble Learning for Adaptive Time Series Forecasting

    Aug 10, 2026Xu Zhang, Chang Xu, Hui Sun +5Multivariate ForecastingEnsemble

  30. Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

    Aug 10, 2026Haodong Li, Shaoteng Liu, Tianyu Wang +7Video World ModelsEfficient Latent Reasoning

  31. BDH-CQ: In-Context Learning with Recurrent Latent Reasoning

    Aug 10, 2026Björn Engdahl, Adrian Kosowski, Jan Chorowski +6Large Reasoning ModelsIn-Context Learning

  32. Stealing Reasoning Traces from Proprietary LLM APIs

    Aug 10, 2026Alexander Panfilov, David Schmotz, Ilia Shumailov +5Large Language Model ReasoningReasoning Traces

  33. Agentic Harnesses: LLM-Driven Verification Layers for Robot Autonomy

    Aug 10, 2026Rohan Bhagra, Mahantesh Halapannavar, Uddhav BhattaraiExecutable Robot BehaviorLarge Language Model Planning

  34. Thinking With Tools, Not With Pixels: Tool Calls as Text Scaffolds for Visual Reasoning

    Aug 10, 2026Jiahao Shao, Yuanbo Yang, Yiyi Liao +3Visual ReasoningTool

  35. FactorDrive: Adaptive Multi-Step Reasoning Driven by Planning-Critical Factors for End-to-End Autonomous Driving

    Aug 10, 2026Guolei Huang, Tengfei She, Yuxuan Lu +3Autonomous DrivingDriving

  36. TCS-BENCH: Benchmarking State-of-the-Art Generative AI Theoretical Computer Science Research Ability

    Aug 10, 2026Vincent Cohen-Addad, Dimitris Paparas, Ernest van Wijland +13Benchmarking Large Language ModelsReasoning Benchmark

  37. DH-VLM: Dual-Horizon Cooperative Latent Reasoning for Autonomous Driving

    Aug 10, 2026Ziyi Song, Chen Xia, Hang Yu +2Autonomous DrivingEfficient Vision-Language-Action Models

  38. Beyond Solvability: Task Learnability as a Static Prior for LLM RL Post-Training

    Aug 10, 2026Ting Zhou, Zhenqing Ling, Daoyuan Chen +4Reinforcement Learning Post-TrainingReasoning Benchmark

  39. TRACE: TRajectory Attribution for Automated Context Engineering

    Aug 10, 2026Yikai Zhao, Pradeep Kumar Misra, Saurabh PandeyMulti-Turn Tool-Use AgentTool Failures

  40. Social Gym and SPaRTan: Benchmarking and Improving LLM Social Reasoning via Multi-Agent Game Tournaments

    Aug 10, 2026Keyu He, Xuhui Zhou, Maarten SapSocial ReasoningSelf-Play

  41. Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents

    Aug 10, 2026Zihao Deng, Yining Zhu, Leiming Wang +6Self-Evolving AgentsExperience

  42. LLM Reasoning for Subjective Tasks: Failure Modes, Mitigation, and Dynamic Reasoning Routing

    Aug 9, 2026Juncheng Dong, Ding Tong, Ishan Gupta +1Large Language Model ReasoningVerifier

  43. SymDiag: Explainable Diagnosis for LLM Reasoning via Neuro-Symbolic Verification

    Aug 9, 2026Wenyao Cui, Huaping Zhang, Yongyi Huang +6Large Language Model ReasoningNeuro-Symbolic Framework

  44. Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing

    Aug 9, 2026Minhan Cho, Jimin KweonLarge Language Model ReasoningValidity

  45. Calling the Bluff: Detecting Ever-Shifting Harmful Chat Dialogue via Ordered Reasoning Chain Regularization

    Aug 9, 2026Haojie Yu, Ziyou Jiang, Junjie Wang +4Harmful ContentLarge Language Model Safety

  46. Hidden Language Consistency Phenomena in Reasoning LLMs

    Aug 9, 2026Muhammad Ali Shafique, Kelly MarchisioMultilingual ReasoningLarge Language Model Reasoning

  47. Matching Supervision to the Student's Learning Capacity: A Unified Framework for On-Policy Self-Distillation

    Aug 8, 2026Yongkang Yang, Zhezheng Hao, Hong Zhang +8Unsupervised On-Policy Self-DistillationOn-Policy Distillation

  48. Thinking vs. NoThinking: Towards Interpreting Reasoning Mechanisms of Large Language Models via Sparse Autoencoders

    Aug 8, 2026Bo Cheng, Qiaolin Lu, Yi Chang +1ThinkingMetacognition

  49. Think Deep, Speak Once: Relit, A Recursive Latent Implicit Transformer Framework

    Aug 8, 2026Abhishek Panwar, Maheep Singh, Saksham BansalEfficient Latent ReasoningLatent Thoughts

  50. Thought-Level Beam Search for Reasoning

    Aug 8, 2026Lijie Yang, Hongyin Luo, Jiawei Zhao +2Large Reasoning ModelsTest Time

  51. Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions

    Aug 8, 2026Chenrui Fan, Yize Cheng, Ming Li +3Large Reasoning ModelsTest Time

  52. SCOUT: Self-Checking and Recovery-Aware Tool-Thought Agents for Ultra-Long Egocentric Video Reasoning

    Aug 8, 2026Keyang Zhong, Kuo Wang, Peng Liu +5Agentic Video GenerationLong-Horizon Agents

  53. REIN: Bridging the Gap between Reasoning and Reliability via Reflection and Abstention Alignment

    Aug 8, 2026Zhengze Huang, Luyang Yu, Di Hong +5Large Reasoning ModelsLarge Language Model Hallucination

  54. CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing

    Aug 7, 2026Yan Zhou, Yue Ouyang, Kaiyang Zheng +1Test-Time ScalingTest Time

  55. Transformers Struggle to Use Their Emergent World Models: Revisiting the Tower of Hanoi, and the Illusion of Thinking

    Aug 7, 2026Devin Pereira, Willem ZuidemaLarge Language Model ReasoningPuzzle

  56. Decoupling Intention from Trajectory: A Representational Deduction Framework for World Action Models

    Aug 7, 2026Xiangkai Ma, Yue Ma, Junjie Wang +6Efficient World-Action ModelWorld Models

  57. CMU-Drive and V2V-VLA: Cooperative Multi-agent Unified Driving with Reasoning Benchmark and Vehicle-to-Vehicle Vision-Language-Action Models

    Aug 7, 2026Hsu-kuang Chiu, Stephen F. SmithEfficient Vision-Language-Action ModelsAutonomous Driving

  58. FutureBridge: Token Selection Beyond Local Preference in Collaborative Decoding

    Aug 7, 2026Quanquan Li, Hongbo Zhang, Yihe Chi +9Large Language Model ReasoningSmall Language Models

  59. Solver-Guided Reasoning for Mixed-Equilibrium Strategies

    Aug 7, 2026Han Wang, Philippe Beardsell, Boning Li +4EquilibriumMonte Carlo Tree Search

  60. CrossTracer: Cross-Embodiment Navigation via VLA Model Reasoning and Trace Residuals Adapting

    Aug 7, 2026Yao Wang, Siyuan Wang, Zhirui Sun +4TraversabilityReasoning Traces