{"total":63,"rows":[{"id":"2604.13016","title":"Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe","created":"2026-04-14","cited_by_count":299,"area":"lr"},{"id":"2310.06786","title":"OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text","created":"2023-10-10","cited_by_count":155,"area":"lr"},{"id":"2505.03970","title":"A Reasoning-Focused Legal Retrieval Benchmark","created":"2025-05-06","cited_by_count":37,"area":"lr"},{"id":"2411.00142","title":"JudgeRank: Leveraging Large Language Models for Reasoning-Intensive Reranking","created":"2024-10-31","cited_by_count":34,"area":"lr"},{"id":"2507.01921","title":"NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks","created":"2025-07-02","cited_by_count":32,"area":"lr"},{"id":"2605.07804","title":"Prune-OPD: Efficient and Reliable On-Policy Distillation for Long-Horizon Reasoning","created":"2026-05-08","cited_by_count":27,"area":"lr"},{"id":"2502.11250","title":"Uncertainty-Aware Step-wise Verification with Generative Reward Models","created":"2025-02-16","cited_by_count":22,"area":"lr"},{"id":"2506.22058","title":"Lost at the Beginning of Reasoning","created":"2025-06-27","cited_by_count":15,"area":"lr"},{"id":"2510.12184","title":"CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMs","created":"2025-10-14","cited_by_count":14,"area":"lr"},{"id":"2404.09170","title":"Distilling Reasoning Ability from Large Language Models with Adaptive Thinking","created":"2024-04-14","cited_by_count":13,"area":"lr"},{"id":"2306.03799","title":"Prompt Space Optimizing Few-shot Reasoning Success with Large Language Models","created":"2023-06-06","cited_by_count":11,"area":"lr"},{"id":"2501.08248","title":"Eliciting In-context Retrieval and Reasoning for Long-context Large Language Models","created":"2025-01-14","cited_by_count":11,"area":"lr"},{"id":"2505.20740","title":"MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs","created":"2025-05-27","cited_by_count":10,"area":"lr"},{"id":"2606.21994","title":"Prefix-Guided On-Policy Distillation: Mining Golden Trajectories from Rollouts","created":"2026-06-20","cited_by_count":10,"area":"lr"},{"id":"2404.11730","title":"Missed Connections: Lateral Thinking Puzzles for Large Language Models","created":"2024-04-17","cited_by_count":9,"area":"lr"},{"id":"2507.01887","title":"MiCoTA: Bridging the Learnability Gap with Intermediate CoT and Teacher Assistants","created":"2025-07-02","cited_by_count":9,"area":"lr"},{"id":"2411.05844","title":"LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration","created":"2024-11-06","cited_by_count":7,"area":"lr"},{"id":"2508.12026","title":"Bongard-RWR+: Real-World Representations of Fine-Grained Concepts in Bongard Problems","created":"2025-08-16","cited_by_count":7,"area":"lr"},{"id":"2605.09725","title":"On-Policy Distillation with Best-of-N Teacher Rollout Selection","created":"2026-05-10","cited_by_count":7,"area":"lr"},{"id":"2602.04884","title":"Reinforced Attention Learning","created":"2026-02-04","cited_by_count":6,"area":"lr"},{"id":"2305.14864","title":"Just CHOP: Embarrassingly Simple LLM Compression","created":"2023-05-24","cited_by_count":5,"area":"lr"},{"id":"2410.03122","title":"RIPPLECOT: Amplifying Ripple Effect of Knowledge Editing in Language Models via Chain-of-Thought In-Context Learning","created":"2024-10-04","cited_by_count":5,"area":"lr"},{"id":"2505.11875","title":"J1: Exploring Simple Test-Time Scaling for LLM-as-a-Judge","created":"2025-05-17","cited_by_count":5,"area":"lr"},{"id":"2505.17391","title":"Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation","created":"2025-05-23","cited_by_count":5,"area":"lr"},{"id":"2509.13927","title":"DSpAST: Disentangled Representations for Spatial Audio Reasoning with Large Language Models","created":"2025-09-17","cited_by_count":5,"area":"lr"},{"id":"2511.07581","title":"Think Before You Retrieve: Learning Test-Time Adaptive Search with Small Language Models","created":"2025-11-10","cited_by_count":5,"area":"lr"},{"id":"2602.17555","title":"GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking","created":"2026-02-19","cited_by_count":5,"area":"lr"},{"id":"2605.09907","title":"RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation","created":"2026-05-11","cited_by_count":5,"area":"lr"},{"id":"2607.13643","title":"Consensus as Privileged Context for Label-Free Self-Distillation","created":"2026-07-15","cited_by_count":5,"area":"lr"},{"id":"2502.15854","title":"Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning Models","created":"2025-02-21","cited_by_count":4,"area":"lr"},{"id":"2502.16806","title":"CoT2Align: Cross-Chain of Thought Distillation via Optimal Transport Alignment for Language Models with Different Tokenizers","created":"2025-02-24","cited_by_count":4,"area":"lr"},{"id":"2603.01607","title":"CARE: Towards Clinical Accountability in Multi-Modal Medical Reasoning with an Evidence-Grounded Agentic Framework","created":"2026-03-02","cited_by_count":4,"area":"lr"},{"id":"2605.22566","title":"GraphFlow: A Graph-Based Workflow Management for Efficient LLM-Agent Serving","created":"2026-05-21","cited_by_count":3,"area":"lr"},{"id":"2606.19172","title":"User as Engram: Internalizing Per-User Memory as Local Parametric Edits","created":"2026-06-17","cited_by_count":3,"area":"lr"},{"id":"2401.02187","title":"Location Aware Modular Biencoder for Tourism Question Answering","created":"2024-01-04","cited_by_count":2,"area":"lr"},{"id":"2506.03921","title":"Boosting Open-Source LLMs for Program Repair via Reasoning Transfer and LLM-Guided Reinforcement Learning","created":"2025-06-04","cited_by_count":2,"area":"lr"},{"id":"2507.22065","title":"Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models","created":"2025-06-30","cited_by_count":2,"area":"lr"},{"id":"2510.00078","title":"Adaptive and Resource-efficient Agentic AI Systems for Mobile and Embedded Devices: A Survey","created":"2025-09-30","cited_by_count":2,"area":"lr"},{"id":"2506.00049","title":"Rethinking Hybrid Retrieval: When Small Embeddings and LLM Re-ranking Beat Bigger Models","created":"2025-05-28","cited_by_count":1,"area":"lr"},{"id":"2601.21600","title":"CORE: Collaborative Reasoning via Cross Teaching","created":"2026-01-29","cited_by_count":1,"area":"lr"},{"id":"2603.10588","title":"Does LLM Alignment Really Need Diversity? An Empirical Study of Adapting RLVR Methods for Moral Reasoning","created":"2026-03-11","cited_by_count":1,"area":"lr"},{"id":"2604.04733","title":"Discovering Failure Modes in Vision-Language Models using RL","created":"2026-04-06","cited_by_count":1,"area":"lr"},{"id":"2605.01489","title":"SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning","created":"2026-05-02","cited_by_count":1,"area":"lr"},{"id":"2606.21445","title":"AutoRAS: Learning Robust Agentic Systems with Primitive Representations","created":"2026-06-19","cited_by_count":1,"area":"lr"},{"id":"2609.02817","title":"Cliff: Learning Process Rewards from the First Mistake","created":"2026-09-02","cited_by_count":1,"area":"lr"},{"id":"2609.09928","title":"Structural Process Supervision for Latent Chain-of-Thought Reasoning","created":"2026-09-09","cited_by_count":1,"area":"lr"},{"id":"2609.20849","title":"Enhancing Audio Reasoning via Semantic Summary Prediction","created":"2026-08-07","cited_by_count":1,"area":"lr"},{"id":"2507.08705","title":"elsciRL: Integrating Language Solutions into Reinforcement Learning Problem Settings","created":"2025-07-11","cited_by_count":0,"area":"lr"},{"id":"2510.13827","title":"Bridging the Semantic Gap: Contrastive Rewards for Multilingual Text-to-SQL with GRPO","created":"2025-10-10","cited_by_count":0,"area":"lr"},{"id":"2510.21067","title":"The Virtues of Brevity: Avoid Overthinking in Parallel Test-Time Reasoning","created":"2025-10-24","cited_by_count":0,"area":"lr"},{"id":"2512.05747","title":"Capturing Classic Authorial Style in Long-Form Story Generation with GRPO Fine-Tuning","created":"2025-12-05","cited_by_count":0,"area":"lr"},{"id":"2601.11625","title":"Reasoning Stabilization Point: A Training-Time Signal for Stable Evidence and Shortcut Reliance","created":"2026-01-12","cited_by_count":0,"area":"lr"},{"id":"2601.19588","title":"From Atoms to Chains: Divergence-Guided Reasoning Curriculum for Unlabeled LLM Domain Adaptation","created":"2026-01-27","cited_by_count":0,"area":"lr"},{"id":"2602.09173","title":"$n$-Musketeers: Reinforcement Learning Shapes Collaboration Among Language Models","created":"2026-02-09","cited_by_count":0,"area":"lr"},{"id":"2604.22757","title":"StratRAG: A Multi-Hop Retrieval Evaluation Dataset for Retrieval-Augmented Generation Systems","created":"2026-03-06","cited_by_count":0,"area":"lr"},{"id":"2605.24635","title":"HiMed: Incentivizing Hindi Reasoning in Medical LLMs","created":"2026-05-23","cited_by_count":0,"area":"lr"},{"id":"2606.15872","title":"SciOrch: Learning to Orchestrate Expert LLMs for Solving Frontier Multimodal Scientific Reasoning Tasks","created":"2026-06-14","cited_by_count":0,"area":"lr"},{"id":"2606.29067","title":"ThinkProbe: Beyond Accuracy -- Structural Profiling of Open-Ended LLM Reasoning Traces via Non-Generative Thought Graphs","created":"2026-06-27","cited_by_count":0,"area":"lr"},{"id":"2608.21305","title":"Re$^3$Cap: Retrieval-Guided Refinement for Image Captioning Enhancement via Reinforcement Learning","created":"2026-08-21","cited_by_count":0,"area":"lr"},{"id":"2609.30849","title":"Enhancing Assessment of Self-Consistency in LLM Explanations using Perturbation Strength","created":"2026-09-25","cited_by_count":0,"area":"lr"},{"id":"2609.33200","title":"Teach Yourself Where to Look: On-Policy Attention Self-Distillation for Reasoning","created":"2026-09-27","cited_by_count":0,"area":"lr"},{"id":"2610.00562","title":"Can LLMs Reason Over Long Horizons? An Empirical Evaluation of Context Strategies for Longitudinal Clinical Reasoning","created":"2026-09-30","cited_by_count":0,"area":"lr"},{"id":"2610.11765","title":"Thinking Inertia: LLMs Keep Thinking When Told Not To","created":"2026-10-08","cited_by_count":0,"area":"lr"}],"next_cursor":null}