Large Language Model Reasoning

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Period ending 2026-09-21

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  1. Locating acts of mechanistic reasoning in student team conversations with mechanistic machine learning

    Apr 23, 2026Kaitlin Gili, Mainak Nistala, Kristen Wendell +1Mechanistic InterpretabilityInterpretable Models

  2. Thinking with Reasoning Skills: Fewer Tokens, More Accuracy

    Apr 23, 2026Guangxiang Zhao, Qilong Shi, Xusen Xiao +3Large Language Model ReasoningReasoning Traces

  3. Fine-Grained Perspectives: Modeling Explanations with Annotator-Specific Rationales

    Apr 23, 2026Olufunke O. Sarumi, Charles Welch, Daniel BraunHuman AnnotatorsRationales

  4. Process Supervision via Verbal Critique Improves Reasoning in Large Language Models

    Apr 23, 2026Hao-Yuan ChenLarge Language Model ReasoningInference-Time

  5. Language as a Latent Variable for Reasoning Optimization

    Apr 23, 2026Linjuan Wu, Haoran Wei, Jialong Tang +4Multilingual ReasoningLarge Language Model Reasoning

  6. CoFEE: Reasoning Control for LLM-Based Feature Discovery

    Apr 23, 2026Maximilian Westermann, Ben Griffin, Aaron Ontoyin Yin +6Large Language Model ReasoningFeature Engineering

  7. OptiVerse: A Comprehensive Benchmark towards Optimization Problem Solving

    Apr 23, 2026Xinyu Zhang, Boxuan Zhang, Yuchen Wan +5Benchmarking Large Language ModelsLarge Language

  8. Generalizing Numerical Reasoning in Table Data through Operation Sketches and Self-Supervised Learning

    Apr 23, 2026Hanjun Cho, Gahyun Yoo, Hanseong Kim +1Table Reasoning DatasetsTabular Data

  9. Reasoning Primitives in Hybrid and Non-Hybrid LLMs: Do Architectural Differences Yield Advantages in State-Tracking and Recall?

    Apr 23, 2026Shivam Rawat, Lucie Flek, Florian Mai +1Large Language Model ReasoningSearch-Augmented Reasoning

  10. SemanticAgent: A Semantics-Aware Framework for Text-to-SQL Data Synthesis

    Apr 23, 2026Qiang Gao, Zhenping Li, Anqi Zhuo +3Text-To-SqlNatural Language Queries

  11. VG-CoT: Towards Trustworthy Visual Reasoning via Grounded Chain-of-Thought

    Apr 23, 2026Byeonggeuk Lim, Kyeonghyun Kim, JungMin Yun +1Large Vision Language ModelsVisual Reasoning

  12. Planning Beyond Text: Graph-based Reasoning for Complex Narrative Generation

    Apr 23, 2026Hanwen Gu, Chao Guo, Junle Wang +2Llm-Generated StoriesNarratives

  13. On Reasoning Behind Next Occupation Recommendation

    Apr 23, 2026Shan Dong, Palakorn Achananuparp, Hieu Hien Mai +3Large Language Model ReasoningLlm-As-A-Judge

  14. TRACES: Tagging Reasoning Steps for Adaptive Cost-Efficient Early-Stopping

    Apr 22, 2026Yannis Belkhiter, Seshu Tirupathi, Giulio Zizzo +1Large Reasoning ModelsEarly Stopping

  15. Strategic Polysemy in AI Discourse: A Philosophical Analysis of Language, Hype, and Power

    Apr 22, 2026Travis LaCroix, Fintan Mallory, Sasha LuccioniLinguisticsDiscourse

  16. Unlocking Multi-Spectral Data for Multi-Modal Models with Guided Inputs and Chain-of-Thought Reasoning

    Apr 22, 2026Dahun Kim, Ganesh Satish Mallya, Anelia AngelovaMultiple Hyperspectral BenchmarksRemote Sensing

  17. Adaptive Test-Time Compute Allocation with Evolving In-Context Demonstrations

    Apr 22, 2026Bowen Zuo, Dongruo Zhou, Yinglun ZhuTest TimeInference-Time

  18. GRPO-VPS: Enhancing Group Relative Policy Optimization with Verifiable Process Supervision for Effective Reasoning

    Apr 22, 2026Jingyi Wang, Lei Zhu, Tengjin Weng +8Reinforcement Learning With Verifiable RewardGroup Relative Policy Optimization

  19. Where Reasoning Breaks: Logic-Aware Path Selection by Controlling Logical Connectives in LLMs Reasoning Chains

    Apr 22, 2026Seunghyun Park, Yuanyuan LeiLarge Language Model ReasoningReasoning Chain

  20. Early-Stage Product Line Validation Using LLMs: A Study on Semi-Formal Blueprint Analysis

    Apr 22, 2026Viet-Man Le, Thi Ngoc Trang Tran, Sebastian Lubos +2Large Reasoning Models

  21. Efficient Test-Time Inference via Deterministic Exploration of Truncated Decoding Trees

    Apr 22, 2026Xueyan Li, Johannes Zenn, Ekaterina Fadeeva +3Efficient InferenceReasoning Traces

  22. HyLaR: Hybrid Latent Reasoning with Decoupled Policy Optimization

    Apr 22, 2026Tao Cheng, Shi-Zhe Chen, Hao Zhang +3Latent Visual ReasoningEfficient Latent Reasoning

  23. SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark

    Apr 22, 2026Gui Wang, YongSong Zhou, Kaijun Deng +4Surgical VideosGradient Surgery

  24. HiPO: Hierarchical Preference Optimization for Adaptive Reasoning in LLMs

    Apr 22, 2026Darsh Kachroo, Arjun Prasaath Anbazhagan, Adriana Caraeni +2Large Language Model ReasoningDirect Preference Optimization

  25. Differentiable Conformal Training for LLM Reasoning Factuality

    Apr 22, 2026Nathan Hittesdorf, Marco Salzetta, Lu ChengLarge Language Model ReasoningInductive Logic Programming

  26. Discovering a Shared Logical Subspace: Steering LLM Logical Reasoning via Alignment of Natural-Language and Symbolic Views

    Apr 21, 2026Feihao Fang, My T. Thai, Yuanyuan LeiLarge Language Model ReasoningReasoning Benchmark

  27. Pause or Fabricate? Training Language Models for Grounded Reasoning

    Apr 21, 2026Yiwen Qiu, Linjuan Wu, Yizhou Liu +9Large Language Model ReasoningKnowledge-Grounded Reasoning

  28. Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews

    Apr 21, 2026Bowen Li, Haochen Ma, Yuxin Wang +5Artificial Intelligence ReviewersPeer Review

  29. CoDA: Towards Effective Cross-domain Knowledge Transfer via CoT-guided Domain Adaptation

    Apr 21, 2026Jianzhi Yan, Le Liu, Buzhou Tang +3Large Language Model AdaptationEfficient Latent Reasoning

  30. Do LLMs Game Formalization? Evaluating Faithfulness in Logical Reasoning

    Apr 21, 2026Kyuhee Kim, Auguste Poiroux, Antoine BosselutFormalizationLarge Language Model Reasoning

  31. Unsupervised Confidence Calibration for Reasoning LLMs from a Single Generation

    Apr 21, 2026Thomas Zollo, Jimmy Wang, Richard ZemelConfidence EstimationLarge Language Model Reasoning

  32. Does Self-Consistency Improve the Recall of Encyclopedic Knowledge?

    Apr 21, 2026Sho Hoshino, Ukyo Honda, Peinan ZhangSelf-ConsistencyFactual Recall

  33. TEMPO: Scaling Test-time Training for Large Reasoning Models

    Apr 21, 2026Qingyang Zhang, Xinke Kong, Haitao Wu +7Inference-TimeLarge Reasoning Models

  34. Reasoning-Aware AIGC Detection via Alignment and Reinforcement

    Apr 21, 2026Zhao Wang, Max Xiong, Jianxun Lian +1Machine-Generated Text DetectionAi-Generated

  35. How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning

    Apr 21, 2026Haoyang Chen, Yi Liu, Jianzhi Shao +3Reasoning TracesQuantifying

  36. How Much Thinking is Enough? Quantifying and Understanding Redundancy in LLM Reasoning

    Apr 21, 2026Zhiyuan Zhai, Xinkai You, Wenjing Yan +1Large Language Model ReasoningThinking

  37. OLLM: Options-based Large Language Models

    Apr 21, 2026Shashank Sharma, Janina Hoffmann, Vinay NamboodiriLarge Language Model ReasoningLarge Language Models(Llms

  38. More Thinking, More Bias: Length-Driven Position Bias in Reasoning Models

    Apr 21, 2026Xiao WangLarge Reasoning ModelsImplicit Bias

  39. Reinforcement Learning Improves LLM Accuracy and Reasoning in Disease Classification from Radiology Reports

    Apr 21, 2026Yishu Wei, Yi Lin, Adam Flanders +2Radiology Report GenerationDisease Detection

  40. Plausible Reasoning and First-Order Plausible Logic

    Apr 21, 2026David BillingtonModal LogicPhysical Plausibility

  41. When Safety Fails Before the Answer: Benchmarking Harmful Behavior Detection in Reasoning Chains

    Apr 21, 2026Ishita Kakkar, Enze Zhang, Rheeya Uppaal +1Reasoning TracesLarge Language Model Safety

  42. Decompose, Structure, and Repair: A Neuro-Symbolic Framework for Autoformalization via Operator Trees

    Apr 21, 2026Xiaoyang Liu, Zineng Dong, Yifan Bai +3AutoformalizationNeuro-Symbolic Framework

  43. Reasoning Structure Matters for Safety Alignment of Reasoning Models

    Apr 21, 2026Yeonjun In, Wonjoong Kim, Sangwu Park +1Safety AlignmentLarge Reasoning Models

  44. Fine-Tuning Small Reasoning Models for Quantum Field Theory

    Apr 21, 2026Nathaniel S. Woodward, Zhiqi Gao, Yurii Kvasiuk +3Large Reasoning ModelsEffective Field Theory

  45. LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval

    Apr 20, 2026He Cheng, Yifu Wu, Saksham Khatwani +5Knowledge GraphsLarge Language Model Reasoning

  46. Less Is More: Cognitive Load and the Single-Prompt Ceiling in LLM Mathematical Reasoning

    Apr 20, 2026Manuel Israel CazaresMathematical ReasoningLarge Language Model Reasoning

  47. From Natural Language to Executable Narsese: A Neuro-Symbolic Benchmark and Pipeline for Reasoning with NARS

    Apr 20, 2026Mina Gabriel, Pei WangNeuro-Symbolic FrameworkLarge Language Model Reasoning

  48. AI scientists produce results without reasoning scientifically

    Apr 20, 2026Martiño Ríos-García, Nawaf Alampara, Chandan Gupta +5Artificial Intelligence ScientistsEpistemic Actions

  49. When Can LLMs Learn to Reason with Weak Supervision?

    Apr 20, 2026Salman Rahman, Jingyan Shen, Anna Mordvina +3Large Language Model ReasoningReinforcement Learning With Verifiable Reward

  50. Latent Phase-Shift Rollback: Inference-Time Error Correction via Residual Stream Monitoring and KV-Cache Steering

    Apr 20, 2026Manan Gupta, Dhruv KumarError CorrectionReasoning Errors

  51. OGER: A Robust Offline-Guided Exploration Reward for Hybrid Reinforcement Learning

    Apr 20, 2026Xinyu Ma, Mingzhou Xu, Xuebo Liu +4Reinforcement Learning With Verifiable RewardReasoning Benchmark

  52. Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation

    Apr 20, 2026Jinghui Lu, Jiayi Guan, Zhijian Huang +47Efficient Latent ReasoningVision-Language

  53. Semantic Step Prediction: Multi-Step Latent Forecasting in LLM Reasoning Trajectories via Step Sampling

    Apr 20, 2026Yidi YuanLarge Language Model ReasoningLatent Bridge Matching

  54. Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning

    Apr 20, 2026Hen Davidov, Nachshon Cohen, Oren Kalinsky +4Large Language Model ReasoningAbstention

  55. On the Importance and Evaluation of Narrativity in Natural Language AI Explanations

    Apr 20, 2026Mateusz Cedro, David MartensExplainable Artificial IntelligenceNarratives

  56. Reasoning Models Know What's Important, and Encode It in Their Activations

    Apr 20, 2026Yaniv Nikankin, Martin Tutek, Tomer Ashuach +2Large Reasoning ModelsModel Activations

  57. CAARL: In-Context Learning for Interpretable Co-Evolving Time Series Forecasting

    Apr 20, 2026Etienne Tajeuna, Patrick Asante Owusu, Armelle Brun +1Multivariate Time Series ForecastingTime Series

  58. Model in Distress: Sentiment Analysis on French Synthetic Social Media

    Apr 20, 2026Pierre-Carl Langlais, Pavel Chizhov, Yannick Detrois +3Indonesian E-Commerce ReviewsSentiment Analysis

  59. Audio-DeepThinker: Progressive Reasoning-Aware Reinforcement Learning for High-Quality Chain-of-Thought Emergence in Audio Language Models

    Apr 20, 2026Xiang He, Chenxing Li, Jinting Wang +5Audio RepresentationChain-of-Thought Reasoning

  60. STaD: Scaffolded Task Design for Identifying Compositional Skill Gaps in LLMs

    Apr 20, 2026Sungeun An, Swanand Ravindra Kadhe, Shailja Thakur +2Reasoning Benchmark