{"total":25,"rows":[{"id":"2503.01307","title":"Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs","created":"2025-03-03","cited_by_count":377,"area":"lr"},{"id":"2503.15478","title":"SWEET-RL: Training Multi-Turn LLM Agents on Collaborative Reasoning Tasks","created":"2025-03-19","cited_by_count":118,"area":"lr"},{"id":"2504.05185","title":"Concise Reasoning via Reinforcement Learning","created":"2025-04-07","cited_by_count":79,"area":"lr"},{"id":"2503.19633","title":"1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training","created":"2025-03-25","cited_by_count":49,"area":"lr"},{"id":"2502.06533","title":"Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning","created":"2025-02-10","cited_by_count":34,"area":"lr"},{"id":"2506.05744","title":"Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties","created":"2025-06-06","cited_by_count":29,"area":"lr"},{"id":"2509.18314","title":"Exploiting Tree Structure for Credit Assignment in RL Training of LLMs","created":"2025-09-22","cited_by_count":27,"area":"lr"},{"id":"2503.10814","title":"Thinking Machines: A Survey of LLM based Reasoning Strategies","created":"2025-03-13","cited_by_count":25,"area":"lr"},{"id":"2510.00194","title":"GRPO-$\\lambda$: Credit Assignment improves LLM Reasoning","created":"2025-09-30","cited_by_count":23,"area":"lr"},{"id":"2410.02892","title":"The Role of Deductive and Inductive Reasoning in Large Language Models","created":"2024-10-03","cited_by_count":20,"area":"lr"},{"id":"2505.11595","title":"Stepwise Guided Policy Optimization: Coloring your Incorrect Reasoning in GRPO","created":"2025-05-16","cited_by_count":19,"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":"2510.04265","title":"Don't Pass@k: A Bayesian Framework for Large Language Model Evaluation","created":"2025-10-05","cited_by_count":15,"area":"lr"},{"id":"2501.01478","title":"Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search","created":"2025-01-02","cited_by_count":14,"area":"lr"},{"id":"2503.12505","title":"MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification","created":"2025-03-16","cited_by_count":13,"area":"lr"},{"id":"2409.08642","title":"CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks","created":"2024-09-13","cited_by_count":12,"area":"lr"},{"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":"2410.01044","title":"RATIONALYST: Mining Implicit Rationales for Process Supervision of Reasoning","created":"2024-10-01","cited_by_count":6,"area":"lr"},{"id":"2411.06387","title":"Self-Training Meets Consistency: Improving LLMs' Reasoning with Consistency-Driven Rationale Evaluation","created":"2024-11-10","cited_by_count":6,"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":"2408.12315","title":"Large Language Models Are Self-Taught Reasoners: Enhancing LLM Applications via Tailored Problem-Solving Demonstrations","created":"2024-08-22","cited_by_count":1,"area":"lr"},{"id":"2508.13382","title":"Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis","created":"2025-08-18","cited_by_count":0,"area":"lr"},{"id":"2509.09448","title":"TORSO: Template-Oriented Reasoning Towards General Tasks","created":"2025-09-11","cited_by_count":0,"area":"lr"},{"id":"2601.03682","title":"From Implicit to Explicit: Token-Efficient Logical Supervision for Mathematical Reasoning in LLMs","created":"2026-01-07","cited_by_count":0,"area":"lr"},{"id":"2602.08339","title":"CoTZero: Annotation-Free Human-Like Vision Reasoning via Hierarchical Synthetic CoT","created":"2026-02-09","cited_by_count":0,"area":"lr"}],"next_cursor":null}