Large Language Model Reasoning

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Period ending 2026-09-21

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  1. Imbuing Large Language Models with Bidirectional Logic for Robust Chain Repair

    Jun 3, 2026Zehua Cheng, Wei Dai, Jiahao Sun +1Large Language Model ReasoningReasoning Chain

  2. DeliChess: A Multi-party Dialogue Dataset for Deliberation in Chess Puzzle Solving

    Jun 3, 2026Xiaochen Zhu, Georgi Karadzhov, Tom Stafford +1ChessDeliberation

  3. Test-Time Compute Scaling for ASR with Depth-Conditioned Looped Transformers

    Jun 3, 2026Yacouba Kaloga, Shashi Kumar, Shakeel A. Sheikh +3Automatic Speech Recognition SystemsTransformer Architectures

  4. SocraticPO: Policy Optimization via Interactive Guidance

    Jun 3, 2026Zirui Liu, Jie Ouyang, Qi Liu +8Socratic DialogueLarge Language Model Reasoning

  5. MIRAGE: Mobile Agents with Implicit Reasoning and Generative World Models

    Jun 3, 2026Zhichao Yang, Yuanze Hu, Haojie Hao +7Agentic ReasoningEfficient Latent Reasoning

  6. Search-Time Contamination in Deep Research Agents: Measuring Performance Inflation in Public Benchmark Evaluation

    Jun 3, 2026Yongjie Wang, Xinyue Zhang, Kunhong Yao +4Evaluation BenchmarksContamination

  7. GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling

    Jun 3, 2026Guangcheng Zhu, Shenzhi Yang, Haobo Wang +9Reinforcement Learning With Verifiable RewardSemi-Supervised Learning

  8. Entity Binding Failures in Speech LLM Reasoning: Diagnosis and Chain-of-Thought Intervention

    Jun 3, 2026Ming-Hao Hsu, Xiaohai Tian, Jun Zhang +1Speech-LlmsEfficient Chain-Of-Thought Reasoning

  9. Learning What to Learn: Stage-Specific Data Sets for SFT-then-RL in Small Language Model Reasoning

    Jun 3, 2026Chongyang He, Rui Zhang, Zixuan Wang +1Large Language Model ReasoningSmall Language Models

  10. Stepwise Reasoning Enhancement for LLMs via External Subgraph Generation

    Jun 3, 2026Xin Zhang, Yang Cao, Baoxing Wu +2Large Language Model ReasoningReasoning Graphs

  11. MemoryDocDataSet: A Benchmark for Joint Conversational Memory and Long Document Reasoning

    Jun 3, 2026Qiyang Xie, Jialun Wu, Xinjie He +4Long-Term Conversational MemoryTable Reasoning Datasets

  12. From Symbolic to Geometric: Enabling Spatial Reasoning in Large Language Models

    Jun 3, 2026Chen Chu, Bita Azarijoo, Li Xiong +2Spatial ReasoningSpatial Representation

  13. Parameter-Efficient Fine-Tuning with Learnable Rank

    Jun 3, 2026Arpit Garg, Simon Lucey, Hemanth SaratchandranParameter-Efficient Fine-TuningLow-Rank Adaptation

  14. StepPRM-RTL: Stepwise Process-Reward Guided LLM Fine-Tuning for Enhanced RTL Synthesis

    Jun 2, 2026Prashanth Vijayaraghavan, Apoorva Nitsure, Luyao Shi +2VhdlFlexible Register Transfer Level Design Automation

  15. CrowdMath: A Dataset of Crowdsourced Mathematical Research Discussions

    Jun 2, 2026Sherin Muckatira, Jesse Geneson, Slava Gerovitch +3Mathematical ReasoningReasoning Chain

  16. Rotate2Think: Geometric Priming via Orthogonal Rotation to Improve Language Model Reasoning

    Jun 2, 2026Aditya Sharma, Christopher J. Pal, Amal ZouaqLarge Reasoning ModelsLarge Language Model Reasoning

  17. Quantifying Faithful Confidence Expression in Large Reasoning Models

    Jun 2, 2026Areeb Gani, Asal Meskin, Gabrielle Kaili-May Liu +1Confidence CalibrationLarge Reasoning Models

  18. Agentic Chain-of-Thought Steering for Efficient and Controllable LLM Reasoning

    Jun 2, 2026Yu Xia, Zhouhang Xie, Xin Xu +4Large Language Model Reasoning

  19. Value-Aware Stochastic KV Cache Eviction for Reasoning Models

    Jun 2, 2026Ting-Yun Chang, Harvey Yiyun Fu, Deqing Fu +3Key-Value Cache EvictionEviction

  20. Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning

    Jun 2, 2026Eric Cho, Shawn Huang, Alice Lu +1Finance BenchmarksAgentic Benchmarks

  21. Reasoning Structure of Large Language Models

    Jun 2, 2026Frédéric Berdoz, Luca A. Lanzendörfer, Fabian Farestam +1Large Reasoning ModelsReasoning Graphs

  22. Revisiting Embodied Chain-of-Thought for Generalizable Robot Manipulation

    Jun 2, 2026Nan Sun, Yuan Zhang, Yongkun Yang +10Vision-Language-Action ModelsGeneralizable Robotic Manipulations

  23. Reasoning over Grammar: Can Synthetic Linguistic Reasoning Traces Enhance Low-Resource Machine Translation?

    Jun 2, 2026Renhao Pei, Yihong Liu, Sampo Pyysalo +2Machine TranslationLinguistics

  24. HybridThinker: Efficient Chain-of-Thought Reasoning via Compressed Memory and Transient Thought Steps

    Jun 2, 2026Xin Liu, Runsong Zhao, Xinyu Liu +8Efficient Chain-Of-Thought ReasoningChain-of-Thought Reasoning

  25. Tool-Aware Optimization with Entropy Guidance for Efficient Agentic Reinforcement Learning

    Jun 2, 2026Hongye Cao, Nuo Yan, Haoyuan Deng +5Agentic Reinforcement-Learning FrameworkReasoning Benchmark

  26. Proof-Refactor: Refactoring Generated Formal Proofs into Modular Artifacts

    Jun 2, 2026Yiming Fu, Peixuan Liu, Zichen Wang +1TheoremProof

  27. When to Re-Plan: Subgoal Persistence in Hierarchical Latent Reasoning

    Jun 2, 2026Ayushi ChadhaContext-Aware Sub-Goal GenerationEfficient Latent Reasoning

  28. Code-on-Graph: Iterative Programmatic Reasoning via Large Language Models on Knowledge Graphs

    Jun 2, 2026Weiwei Ding, Zixuan Li, Long Bai +7Knowledge GraphsLarge Language Model Reasoning

  29. Bridging Auxiliary Constraints to Resolve Instruction Following in Large Reasoning Models

    Jun 2, 2026Zhengyi Zhao, Shubo Zhang, Huimin Wang +7Label Constraint ModelingLarge Reasoning Models

  30. Exploiting Verification-Generation Gap: Test-Time Reinforcement Learning with Confidence-Conditioned Verification

    Jun 2, 2026Jiahui Li, Jianfeng Shan, Wenpei Chen +5Reinforcement Learning With Verifiable RewardLarge Language Model Reasoning

  31. Testing LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks

    Jun 2, 2026Malia Barker, Bishal Lakha, Edoardo Serra +1ArithmeticLanguage Model Evasion Attacks

  32. CR-Seg: Attention-Guided and CoT-Enhanced Coarse-to-Refined Reasoning Segmentation

    Jun 2, 2026Yifan Cao, Xiaocui Yang, Faxian Wan +3Multimodal ReasoningVision-Language Model Grounding

  33. ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning

    Jun 2, 2026Ziyan Liu, Xueda Shen, Yuzhe Gu +7Large Reasoning ModelsEfficient Chain-Of-Thought Reasoning

  34. SagaQA: A Multi-hop Reasoning Benchmark for Long-form Narrative Understanding in TV Series

    Jun 2, 2026Galann Pennec, Zhengyuan Liu, Nicholas Asher +2Multimodal ReasoningMulti-Hop Reasoning

  35. An Asymptotic Theory of Chain-of-Thought in In-Context Learning

    Jun 2, 2026Kaito Takanami, Cengiz PehlevanIn-Context LearningChain-of-Thought Reasoning

  36. The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs

    Jun 2, 2026Xu Wan, Speed Zhu, Jianwei Cai +4Token BudgetsLarge Language Model Reasoning

  37. ZX-Calculus:Trace-Indexed Dependent Types and Epistemic Semantics

    Jun 2, 2026Peng ChenFormal SemanticsInitial Human Belief Distributions

  38. Hint-Guided Diversified Policy Optimization for LLM Reasoning

    Jun 2, 2026Zhiyu Cao, Kaixin Wu, Mingjie Zhong +4Large Language Model ReasoningReinforcement Learning With Verifiable Reward

  39. Adaptive Latent Agentic Reasoning

    Jun 1, 2026Dongwon Jung, Peng Shi, Yi Zhang +2Agentic ReasoningEfficient Latent Reasoning

  40. Thinking Past the Answer: Evaluating Harmful Overthinking in Large Reasoning Models

    Jun 1, 2026Simone Caldarella, Davide Talon, Rahaf Aljundi +2Large Reasoning ModelsReasoning Traces

  41. ChatHealthAI: Aligning Electronic Health Record Representations with Large Language Models for Grounded Clinical Reasoning

    Jun 1, 2026Bo-Hong Wang, Baicheng Peng, Ruilin Wang +3Electronic Health Record Foundation ModelsElectronic Health Records

  42. Learning When to Translate for Multilingual Reasoning

    Jun 1, 2026Deokhyung Kang, Hyounghun Kim, Gary Geunbae LeeMultilingual ReasoningLarge Language Model Reasoning

  43. ODTQA-FoRe: An Open-Domain Tabular Question Answering Dataset for Future Data Forecasting and Reasoning

    Jun 1, 2026Zhensheng Wang, Xiaole Liu, Wenmian Yang +3Table Reasoning DatasetsHousing Attributes

  44. Do Multimodal Agents Really Benefit from Tool Use? A Systematic Study of Capability Gains

    Jun 1, 2026Garvin Guo, Donglei Yu, Yu Chen +6Multimodal AgentsMulti-Turn Tool-Use Agent

  45. Geometric Latent Reasoning Induces Shorter Generations in LLMs

    Jun 1, 2026Shashi Kumar, Yacouba Kaloga, Petr Motlicek +2Efficient Latent ReasoningReasoning Trajectory

  46. Visual Graph Scaffolds for Structural Reasoning in Large Language Models

    Jun 1, 2026Runlin Lei, Xiaokui Xiao, Zhewei WeiReasoning GraphsLarge Language Model Reasoning

  47. A Primer in Post-Training Reasoning Data: What We Know About How It Works

    Jun 1, 2026Yaoming Li, Guangxiang Zhao, Qilong Shi +3Table Reasoning DatasetsLLM Post-Training Methods

  48. eMoT: evolving Memory-of-Thought via Symbolic Anchoring and Memory Corrosion

    Jun 1, 2026Xiang Li, Jiwei Wei, Ke Liu +5Large Language Model ReasoningReasoning Benchmark

  49. Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning

    Jun 1, 2026Ting Xu, Xu He, Yupu Lu +4Chain-of-Thought ReasoningConfidence Intervals

  50. Extreme Low-Bit Inference in Reasoning Models: Failure Modes and Targeted Recovery

    Jun 1, 2026Ekaterina Alimaskina, Darya Rudas, Denis Shveykin +3Large Language Model QuantizationLarge Reasoning Models

  51. HMPO: Hybrid Median-length Policy Optimization for Chain-of-Thought Compression

    Jun 1, 2026Minghui Zheng, Hongxu Chen, Huimin Ren +8Large Language Model CompressionContext Compression

  52. Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning

    Jun 1, 2026Atoosa Chegini, Soheil FeiziLarge Language Model ReasoningMathematical Reasoning

  53. ATLAS: Agentic Test-time Learning-to-Allocate Scaling

    Jun 1, 2026Peijia Qin, Qi Cao, Pengtao XieTest-Time ScalingLarge Language Model Reasoning

  54. Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning

    Jun 1, 2026Sanchit Sinha, Guangzhi Xiong, Bohan Liu +2Chain-of-Thought ReasoningAttention-Guided Transunet

  55. Beyond Topical Similarity: Contrastive Evidence Retrieval with Interpretable Attention Alignment in RAG

    May 31, 2026Francielle Vargas, João Robiatti, Diego Alves +6RationalesRelation-Conditioned Evidence Encoder

  56. Cross-lingual Self-Consistency for Multilingual Reasoning with Language Models

    May 31, 2026Ahmed Elhady, Eneko Agirre, Mikel ArtetxeMultilingual ReasoningCross-Lingual Consistency

  57. An Enigma of Artificial Reason: Investigating the Production-Evaluation Gap in Large Reasoning Models

    May 31, 2026Mingzhong Sun, Teresa Yeo, Armando Solar-Lezama +1Large Reasoning ModelsImplicit Bias

  58. RLVR without Ineffective Samples: Group Prioritized Off-Policy Optimization for LLM Reasoning

    May 31, 2026Yixiu Mao, Yun Qu, Qi Wang +2Reinforcement Learning With Verifiable RewardGroup Relative Policy Optimization

  59. Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention

    May 31, 2026Shuochen Chang, Tong Bai, Xiaofeng Zhang +5Efficient Latent ReasoningBlack Box

  60. Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs

    May 31, 2026Yubo Gao, Haotian Wu, Hong Chen +8Chain-of-Thought ReasoningToken Budgets