{"total":144,"rows":[{"id":"2503.09567","title":"Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models","created":"2025-03-12","cited_by_count":384,"area":"lr"},{"id":"2503.05592","title":"R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning","created":"2025-03-07","cited_by_count":336,"area":"lr"},{"id":"2502.17419","title":"From System 1 to System 2: A Survey of Reasoning Large Language Models","created":"2025-02-24","cited_by_count":320,"area":"lr"},{"id":"2412.18925","title":"HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs","created":"2024-12-25","cited_by_count":265,"area":"lr"},{"id":"2503.24235","title":"A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?","created":"2025-03-31","cited_by_count":223,"area":"lr"},{"id":"2505.04588","title":"ZeroSearch: Incentivize the Search Capability of LLMs without Searching","created":"2025-05-07","cited_by_count":208,"area":null},{"id":"2509.02547","title":"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey","created":"2025-09-02","cited_by_count":205,"area":"agents"},{"id":"2503.12605","title":"Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey","created":"2025-03-16","cited_by_count":182,"area":"lr"},{"id":"2502.06703","title":"Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling","created":"2025-02-10","cited_by_count":136,"area":"lr"},{"id":"2501.05444","title":"Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark","created":"2025-01-09","cited_by_count":134,"area":"lr"},{"id":"2502.18080","title":"Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning","created":"2025-02-25","cited_by_count":119,"area":"lr"},{"id":"2503.24047","title":"Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents","created":"2025-03-31","cited_by_count":98,"area":"agents"},{"id":"2503.02318","title":"Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models","created":"2025-03-04","cited_by_count":95,"area":"lr"},{"id":"2505.04921","title":"Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models","created":"2025-05-08","cited_by_count":90,"area":"lr"},{"id":"2505.21523","title":"More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models","created":"2025-05-23","cited_by_count":86,"area":"lr"},{"id":"2503.16252","title":"Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning","created":"2025-03-20","cited_by_count":83,"area":"lr"},{"id":"2503.09501","title":"ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning","created":"2025-03-12","cited_by_count":79,"area":"lr"},{"id":"2412.00154","title":"o1-Coder: an o1 Replication for Coding","created":"2024-11-29","cited_by_count":78,"area":null},{"id":"2504.21370","title":"ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning","created":"2025-04-30","cited_by_count":72,"area":"lr"},{"id":"2502.12289","title":"Evaluating Step-by-step Reasoning Traces: A Survey","created":"2025-02-17","cited_by_count":63,"area":"lr"},{"id":"2504.16074","title":"PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models","created":"2025-04-22","cited_by_count":61,"area":"lr"},{"id":"2501.11284","title":"RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?","created":"2025-01-20","cited_by_count":60,"area":"lr"},{"id":"2503.23157","title":"Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL","created":"2025-03-29","cited_by_count":59,"area":"lr"},{"id":"2502.09100","title":"Logical Reasoning in Large Language Models: A Survey","created":"2025-02-13","cited_by_count":55,"area":"lr"},{"id":"2502.02508","title":"Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search","created":"2025-02-04","cited_by_count":53,"area":"lr"},{"id":"2506.04210","title":"Does Thinking More always Help? Mirage of Test-Time Scaling in Reasoning Models","created":"2025-06-04","cited_by_count":53,"area":"lr"},{"id":"2503.04412","title":"Wider or Deeper? Scaling LLM Inference-Time Compute with Adaptive Branching Tree Search","created":"2025-03-06","cited_by_count":51,"area":"lr"},{"id":"2412.14135","title":"Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective","created":"2024-12-18","cited_by_count":50,"area":"lr"},{"id":"2504.10160","title":"MT-R1-Zero: Advancing LLM-based Machine Translation via R1-Zero-like Reinforcement Learning","created":"2025-04-14","cited_by_count":48,"area":"lr"},{"id":"2503.21696","title":"Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks","created":"2025-03-27","cited_by_count":44,"area":"lr"},{"id":"2501.02448","title":"Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap","created":"2025-01-05","cited_by_count":43,"area":"lr"},{"id":"2501.11223","title":"Reasoning Language Models: A Blueprint","created":"2025-01-20","cited_by_count":42,"area":"lr"},{"id":"2502.16235","title":"Dynamic Parallel Tree Search for Efficient LLM Reasoning","created":"2025-02-22","cited_by_count":42,"area":"lr"},{"id":"2501.02497","title":"A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning","created":"2025-01-05","cited_by_count":40,"area":"lr"},{"id":"2502.12853","title":"S$^2$R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning","created":"2025-02-18","cited_by_count":39,"area":"lr"},{"id":"2508.02120","title":"Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models","created":"2025-08-04","cited_by_count":37,"area":"lr"},{"id":"2501.07861","title":"ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding","created":"2025-01-14","cited_by_count":32,"area":"lr"},{"id":"2502.12521","title":"Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights","created":"2025-02-18","cited_by_count":30,"area":"lr"},{"id":"2503.04550","title":"Benchmarking Reasoning Robustness in Large Language Models","created":"2025-03-06","cited_by_count":30,"area":"lr"},{"id":"2412.17498","title":"DRT: Deep Reasoning Translation via Long Chain-of-Thought","created":"2024-12-23","cited_by_count":29,"area":"lr"},{"id":"2502.11544","title":"Evaluating o1-Like LLMs: Unlocking Reasoning for Translation through Comprehensive Analysis","created":"2025-02-17","cited_by_count":26,"area":"lr"},{"id":"2506.11474","title":"Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards","created":"2025-06-13","cited_by_count":24,"area":"lr"},{"id":"2503.01222","title":"Retrieval-Augmented Perception: High-Resolution Image Perception Meets Visual RAG","created":"2025-03-03","cited_by_count":23,"area":"mllm"},{"id":"2502.12202","title":"To Think or Not to Think: Exploring the Unthinking Vulnerability in Large Reasoning Models","created":"2025-02-16","cited_by_count":22,"area":"lr"},{"id":"2505.11107","title":"Group Think: Multiple Concurrent Reasoning Agents Collaborating at Token Level Granularity","created":"2025-05-16","cited_by_count":22,"area":"lr"},{"id":"2506.04141","title":"MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos","created":"2025-06-04","cited_by_count":22,"area":"lr"},{"id":"2502.15361","title":"Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning","created":"2025-02-21","cited_by_count":21,"area":"lr"},{"id":"2502.19735","title":"R1-T1: Fully Incentivizing Translation Capability in LLMs via Reasoning Learning","created":"2025-02-27","cited_by_count":21,"area":"lr"},{"id":"2502.09673","title":"Are Smarter LLMs Safer? Exploring Safety-Reasoning Trade-offs in Prompting and Fine-Tuning","created":"2025-02-13","cited_by_count":20,"area":"lr"},{"id":"2503.19602","title":"Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking","created":"2025-03-25","cited_by_count":20,"area":"lr"},{"id":"2503.10351","title":"New Trends for Modern Machine Translation with Large Reasoning Models","created":"2025-03-13","cited_by_count":17,"area":"lr"},{"id":"2504.13828","title":"Generative AI Act II: Test Time Scaling Drives Cognition Engineering","created":"2025-04-18","cited_by_count":15,"area":"lr"},{"id":"2506.09790","title":"ComfyUI-R1: Exploring Reasoning Models for Workflow Generation","created":"2025-06-11","cited_by_count":15,"area":"lr"},{"id":"2506.12935","title":"SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models","created":"2025-06-15","cited_by_count":15,"area":"lr"},{"id":"2506.22146","title":"Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs","created":"2025-06-27","cited_by_count":15,"area":"lr"},{"id":"2511.01008","title":"MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL","created":"2025-11-02","cited_by_count":15,"area":"agents"},{"id":"2503.01461","title":"Marco-o1 v2: Towards Widening The Distillation Bottleneck for Reasoning Models","created":"2025-03-03","cited_by_count":13,"area":"lr"},{"id":"2503.17726","title":"A Survey on Mathematical Reasoning and Optimization with Large Language Models","created":"2025-03-22","cited_by_count":12,"area":"lr"},{"id":"2507.10541","title":"REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once","created":"2025-07-14","cited_by_count":12,"area":"lr"},{"id":"2510.10072","title":"Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference","created":"2025-10-11","cited_by_count":12,"area":"lr"},{"id":"2501.14431","title":"Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains","created":"2025-01-24","cited_by_count":11,"area":"lr"},{"id":"2505.12996","title":"ExTrans: Multilingual Deep Reasoning Translation via Exemplar-Enhanced Reinforcement Learning","created":"2025-05-19","cited_by_count":11,"area":"lr"},{"id":"2503.12123","title":"MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling","created":"2025-03-15","cited_by_count":10,"area":"lr"},{"id":"2506.15629","title":"Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability","created":"2025-06-18","cited_by_count":10,"area":"lr"},{"id":"2507.03704","title":"Controlling Thinking Speed in Reasoning Models","created":"2025-07-04","cited_by_count":10,"area":"lr"},{"id":"2507.15512","title":"Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models","created":"2025-07-21","cited_by_count":10,"area":"lr"},{"id":"2412.11698","title":"On Large Language Models in Mission-Critical IT Governance: Are We Ready Yet?","created":"2024-12-16","cited_by_count":9,"area":null},{"id":"2502.06813","title":"Policy Guided Tree Search for Enhanced LLM Reasoning","created":"2025-02-04","cited_by_count":9,"area":"lr"},{"id":"2509.13761","title":"THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning","created":"2025-09-17","cited_by_count":9,"area":"lr"},{"id":"2412.11934","title":"Stepwise Reasoning Error Disruption Attack of LLMs","created":"2024-12-16","cited_by_count":8,"area":"lr"},{"id":"2502.02095","title":"LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information","created":"2025-02-04","cited_by_count":8,"area":null},{"id":"2504.10187","title":"DeepTrans: Deep Reasoning Translation via Reinforcement Learning","created":"2025-04-14","cited_by_count":8,"area":"lr"},{"id":"2505.20416","title":"GraphGen: Enhancing Supervised Fine-Tuning for LLMs with Knowledge-Driven Synthetic Data Generation","created":"2025-05-26","cited_by_count":8,"area":"synth"},{"id":"2510.16720","title":"Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI","created":"2025-10-19","cited_by_count":8,"area":"agents"},{"id":"2502.11525","title":"Beyond Single-Task: Robust Multi-Task Length Generalization for LLMs","created":"2025-02-17","cited_by_count":7,"area":null},{"id":"2503.02341","title":"GRADEO: Towards Human-Like Evaluation for Text-to-Video Generation via Multi-Step Reasoning","created":"2025-03-04","cited_by_count":7,"area":null},{"id":"2503.19041","title":"LookAhead Tuning: Safer Language Models via Partial Answer Previews","created":"2025-03-24","cited_by_count":7,"area":"alignment"},{"id":"2504.09421","title":"ClinicalGPT-R1: Pushing reasoning capability of generalist disease diagnosis with large language model","created":"2025-04-13","cited_by_count":7,"area":"lr"},{"id":"2504.09802","title":"Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment","created":"2025-04-14","cited_by_count":7,"area":"lr"},{"id":"2506.06137","title":"Table-r1: Self-supervised and Reinforcement Learning for Program-based Table Reasoning in Small Language Models","created":"2025-06-06","cited_by_count":7,"area":"lr"},{"id":"2506.22920","title":"Improving Rationality in the Reasoning Process of Language Models through Self-playing Game","created":"2025-06-28","cited_by_count":7,"area":"lr"},{"id":"2507.18305","title":"BadReasoner: Planting Tunable Overthinking Backdoors into Large Reasoning Models for Fun or Profit","created":"2025-07-24","cited_by_count":7,"area":"lr"},{"id":"2502.10858","title":"Is Depth All You Need? An Exploration of Iterative Reasoning in LLMs","created":"2025-02-15","cited_by_count":6,"area":"lr"},{"id":"2505.17427","title":"T$^2$: An Adaptive Test-Time Scaling Strategy for Contextual Question Answering","created":"2025-05-23","cited_by_count":6,"area":"lr"},{"id":"2509.11629","title":"Reasoned Safety Alignment: Ensuring Jailbreak Defense via Answer-Then-Check","created":"2025-09-15","cited_by_count":6,"area":"lr"},{"id":"2603.07197","title":"$\\textbf{Re}^{2}$: Unlocking LLM Reasoning via Reinforcement Learning with Re-solving","created":"2026-03-07","cited_by_count":6,"area":"lr"},{"id":"2606.14502","title":"From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI","created":"2026-06-12","cited_by_count":6,"area":null},{"id":"2503.15944","title":"From Chaos to Order: The Atomic Reasoner Framework for Fine-grained Reasoning in Large Language Models","created":"2025-03-20","cited_by_count":5,"area":"lr"},{"id":"2504.01281","title":"Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding","created":"2025-04-02","cited_by_count":5,"area":"rag"},{"id":"2505.11436","title":"GODBench: A Benchmark for Multimodal Large Language Models in Video Comment Art","created":"2025-05-16","cited_by_count":5,"area":"mllm"},{"id":"2505.19987","title":"How Well Do Large Reasoning Models Translate? A Comprehensive Evaluation for Multi-Domain Machine Translation","created":"2025-05-26","cited_by_count":5,"area":"lr"},{"id":"2508.07382","title":"Pentest-R1: Towards Autonomous Penetration Testing Reasoning Optimized via Two-Stage Reinforcement Learning","created":"2025-08-10","cited_by_count":5,"area":"lr"},{"id":"2503.04813","title":"Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models","created":"2025-03-04","cited_by_count":4,"area":"lr"},{"id":"2503.05188","title":"Fixing the Broken Compass: Diagnosing and Improving Inference-Time Reward Modeling","created":"2025-03-07","cited_by_count":4,"area":"lr"},{"id":"2504.09100","title":"A Short Survey on Small Reasoning Models: Training, Inference, Applications and Research Directions","created":"2025-04-12","cited_by_count":4,"area":"lr"},{"id":"2505.23833","title":"Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective","created":"2025-05-28","cited_by_count":4,"area":"lr"},{"id":"2508.15790","title":"KG-o1: Enhancing Multi-hop Question Answering in Large Language Models via Knowledge Graph Integration","created":"2025-08-12","cited_by_count":4,"area":"lr"},{"id":"2509.02522","title":"Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR","created":"2025-09-02","cited_by_count":4,"area":"lr"},{"id":"2509.07763","title":"What Were You Thinking? An LLM-Driven Large-Scale Study of Refactoring Motivations in Open-Source Projects","created":"2025-09-09","cited_by_count":4,"area":null},{"id":"2510.13170","title":"Putting on the Thinking Hats: A Survey on Chain of Thought Fine-tuning from the Perspective of Human Reasoning Mechanism","created":"2025-10-15","cited_by_count":4,"area":"lr"}],"next_cursor":"100"}