Large Language Model Reasoning

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Period ending 2026-09-21

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Period ending 2026-09-07

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  1. Vis-CoT: A Human-in-the-Loop Framework for Interactive Visualization and Intervention in LLM Chain-of-Thought Reasoning

    Sep 1, 2025Kaviraj Pather, Elena Hadjigeorgiou, Arben Krasniqi +4Large Language Model ReasoningChain-of-Thought Reasoning

  2. PiCSAR: Probabilistic Confidence Selection And Ranking for Reasoning Chains

    Aug 29, 2025Joshua Ong Jun Leang, Zheng Zhao, Aryo Pradipta Gema +7Large Reasoning ModelsConfidence Calibration

  3. ReST-RL: Reinforcing LLM Reasoning through Unified Self-Training and Value-Guided Search

    Aug 27, 2025Sining Zhoubian, Dan Zhang, Jie TangLarge Language Model ReasoningReinforcement Learning With Verifiable Reward

  4. When Tools Hurt LLM Reasoning: State-Dependent Belief Revision under External Evidence

    Aug 21, 2025Yufeng Zhao, Junnan Liu, Hongwei Liu +4Initial Human Belief DistributionsLarge Language Model Reasoning

  5. Fast, Slow, and Tool-augmented Thinking for LLMs: A Review

    Aug 17, 2025Xinda Jia, Jinpeng Li, Zezhong Wang +6Large Language Model ReasoningCognitive Science

  6. MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

    Aug 14, 2025Shilong Li, Xingyuan Bu, Wenjie Wang +22Multimodal Search AgentsMultimodal Retrieval

  7. TAR: Temporal Anchor-Constrained Reasoning for Video Temporal Grounding

    Aug 11, 2025Chaohong Guo, Xun Mo, Yongwei Nie +3Video Temporal GroundingLarge Vision Language Models

  8. From "Aha Moments" to Controllable Thinking: Toward Meta-Cognitive Reasoning in Large Reasoning Models via Decoupled Reasoning and Control

    Aug 6, 2025Rui Ha, Rui Pu, Chaozhuo Li +2Large Reasoning ModelsThinking

  9. Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning

    Aug 4, 2025Taihang Zhen, Jialiang Hong, Kai Chen +12Large Reasoning ModelsChain-of-Thought Reasoning

  10. The Bidirectional Process Reward Model

    Aug 3, 2025Lingyin Zhang, Jun Gao, Xiaoxue Ren +1Reliable Medical Process-Level Reward Model Evaluation FrameworkLarge Language Model Reasoning

  11. Disentangling Reasoning Logic to Resolve Explicit Knowledge Conflicts

    Aug 2, 2025Xianda Zheng, Zijian Huang, Meng-Fen Chiang +4Knowledge ConflictsLarge Language Model Reasoning

  12. Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications

    Aug 1, 2025Zizhan Ma, Wenxuan Wang, Meidan Ding +7Large Language Model ReasoningSystematic Review

  13. Post-Training Large Language Models via Reinforcement Learning from Self-Feedback

    Jul 29, 2025Carel van Niekerk, Renato Vukovic, Benjamin Ruppik +3Large Language Model Post-TrainingLarge Language Model Reasoning

  14. PERK: Long-Context Reasoning as Test-Time Learning

    Jul 8, 2025Zeming Chen, Angelika Romanou, Gail Weiss +1Efficient Long-Context InferenceLarge Language Model Reasoning

  15. Multimodal Mathematical Reasoning with Diverse Solving Perspective

    Jul 3, 2025Wenhao Shi, Zhiqiang Hu, Yi Bin +4Mathematical ReasoningLarge Language Model Reasoning

  16. Reasoning in machine vision by learning fast and slow thinking

    Jun 27, 2025Shaheer U. Saeed, Yipei Wang, Veeru Kasivisvanathan +4Computer VisionInference-Time

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

    Jun 11, 2025Zhaoyang Wei, Bowen Jiang, Xumeng Han +6Multimodal ReasoningVisual Reasoning

  18. PBEBench: A Multi-Step Programming by Examples Reasoning Benchmark inspired by Historical Linguistics

    May 29, 2025Atharva Naik, Prakam, Yash Mathur +6Reasoning BenchmarkBenchmarking Large Language Models

  19. Learning Composable Chains-of-Thought

    May 28, 2025Fangcong Yin, Zeyu Leo Liu, Liu Leqi +2Large Language Model Reasoning

  20. Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning

    May 22, 2025Xinghao Chen, Anhao Zhao, Heming Xia +7Efficient Latent ReasoningChain-of-Thought Reasoning

  21. EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning

    May 22, 2025Jiawei Liu, Qisi Chen, Jianshu Zhang +2Large Language Model ReasoningEquivalence

  22. When Can Large Reasoning Models Save Thinking? Mechanistic Analysis of Behavioral Divergence in Reasoning

    May 21, 2025Rongzhi Zhu, Yi Liu, Jiancheng Wang +6Large Reasoning ModelsDivergence

  23. Reliable Proof Generation with LLMs via Analogical Retrieval and Symbolic Verification: A Case Study in Euclidean Geometry

    May 20, 2025Oren Sultan, Eitan Stern, Dafna ShahafTheoremAnalogy

  24. Adaptive GoGI-Skip: Coupling Goal-Gradient Importance with Dynamic Uncertainty for Efficient Reasoning

    May 13, 2025Ren ZhuangChain-of-Thought ReasoningSkip

  25. Evaluating the Scalability and Adversarial Generalization of GRPO-Trained NLI Models

    Apr 25, 2025Pablo Miralles-González, Javier Huertas-Tato, Alejandro Martín +1Natural Language InferenceAdversarial Training

  26. Who Benchmarks the Benchmarks? Towards Comprehensive Evaluation of Commonsense Reasoning Benchmarks

    Apr 10, 2025Pavel Chizhov, Anton Changalidis, Vishnu Prasad Vijaya Kumar +4Reasoning Benchmark

  27. Truthful or Fabricated? Using Causal Attribution to Mitigate Reward Hacking in Explanations

    Apr 7, 2025Pedro Ferreira, Wilker Aziz, Ivan TitovExplanation FaithfulnessChain-of-Thought Reasoning

  28. Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

    Mar 31, 2025Rui Wang, Hongru Wang, Boyang Xue +9Large Language Model ReasoningReasoning Errors

  29. Scaling Evaluation-time Compute with Reasoning Models as Evaluators

    Mar 25, 2025Seungone Kim, Ian Wu, Jinu Lee +8Large Reasoning ModelsTest Time

  30. Concept-as-Tree: A Controllable Synthetic Data Framework Makes Stronger Personalized VLMs

    Mar 17, 2025Ruichuan An, Kai Zeng, Ming Lu +5Large Vision Language ModelsSynthetic Data

  31. Is Your Benchmark Still Useful? Dynamic Benchmarking for Code Language Models

    Mar 9, 2025Batu Guan, Xiao Wu, Yuanyuan Yuan +1Reasoning BenchmarkLarge Language Model Output

  32. The relationship between reasoning and performance in large language models--o3 (mini) thinks harder, not longer

    Feb 21, 2025Marthe Ballon, Andres Algaba, Vincent GinisMathematical ReasoningReasoning Chain

  33. Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering

    Feb 17, 2025Runxuan Liu, Bei Luo, Jiaqi Li +5Knowledge GraphsMulti-Hop Reasoning

  34. Benchmarking LLMs' Mathematical Reasoning with Unseen Random Variables Questions

    Jan 20, 2025Zijin Hong, Hao Wu, Su Dong +8Mathematical ReasoningBenchmarking Large Language Models

  35. Goal-Driven Reasoning in DatalogMTL with Magic Sets

    Dec 10, 2024Shaoyu Wang, Kaiyue Zhao, Dongliang Wei +4Recursive ReasonerBottom-Up Framework

  36. IFAR: Multi-Perspective and Multi-Level Causal Discovery with LLMs

    Sep 9, 2024Jinwei He, Feng LuAbductive ReasoningLarge Language Model Reasoning

  37. An Incomplete Loop: Deductive, Inductive, and Abductive Reasoning in Language Models

    Apr 3, 2024Emmy Liu, Graham Neubig, Jacob AndreasLarge Language Model ReasoningAbductive Reasoning

  38. CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes

    Apr 1, 2024Paritosh Parmar, Eric Peh, Ruirui Chen +4Video Question AnsweringCausal Reasoning

  39. Few shot chain-of-thought driven reasoning to prompt LLMs for open ended medical question answering

    Mar 7, 2024Saeel Sandeep Nachane, Ojas Gramopadhye, Prateek Chanda +5Clinical ReasoningClinical

  40. Amortizing intractable inference in large language models

    Oct 6, 2023Edward J. Hu, Moksh Jain, Eric Elmoznino +4Large Language Model Fine-TuningLarge Language Model Reasoning

  41. Querying and Repairing Inconsistent Prioritized Knowledge Bases: Complexity Analysis and Links with Abstract Argumentation

    Mar 12, 2020Meghyn Bienvenu, Camille BourgauxAbstract ArgumentationEntailment

  42. ReasoningFlow: Discourse Structures for Understanding LLM Reasoning Traces

    Date pendingJinu Lee, Shivam Agarwal, Amruta Parulekar +3Reasoning TracesLarge Language Model Reasoning

  43. LLMAR: A Tuning-Free Recommendation Framework for Sparse and Text-Rich Industrial Domains

    Date pendingRyogo Hishikawa, Ichiro Kataoka, Shinya YudaCollaborative FilteringRecommendation

  44. GLaMoR: Consistency Checking of OWL Ontologies using Graph Language Models

    Date pendingJustin Mücke, Ansgar ScherpOntologyLarge Language Model Reasoning

  45. Scaling Online Complex Event Detection with Synthetic Supervision and Mamba-Based Neural Algorithmic Reasoning

    Date pendingLiying Han, Gaofeng Dong, Xiaomin Ouyang +4Real-Time InferenceRecursive Reasoner

  46. Rescaling Confidence: What Scale Design Reveals About LLM Metacognition

    Date pendingYuyang Dai, Yuxia WangLarge Language Model UncertaintyConfidence Calibration

  47. Measuring Progress in Reasoning Toward Mathematical Discovery with Automatic Verification

    Date pendingErik Y. Wang, Sumeet R. Motwani, James V. Roggeveen +9TheoremReasoning Benchmark

  48. TREAT: Evaluating Access to Formal Knowledge across Equivalent Mathematical Representations

    Date pendingFateme Mazdarani, Carlos ToxtliTheoremEquivalence

  49. KoSimpleQA: A Korean Factuality Benchmark with an Analysis of Reasoning LLMs

    Date pendingDonghyeon Ko, Kyubyung Chae, Yeguk Jin +6KoreanFacts

  50. A False Average: Pooled CoT-Monitor Accuracy Conceals a Reasoning-Dependent Fragility

    Date pendingShikhar Shiromani, Leo RichterReasoning TrapTransferable Attack