From Chains to Graphs: Self-Structured Reasoning for General-Domain LLMs Paper • 2601.03597 • Published Jan 7
MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization Paper • 2510.01659 • Published Oct 2, 2025
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 51
Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published Jun 11 • 23
Operadic consistency: a label-free signal for compositional reasoning failures in LLMs Paper • 2606.13649 • Published Jun 11
From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published Jun 16 • 27
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments Paper • 2406.11370 • Published Jun 17, 2024
Trajectory-Level Speculation with Semantic Verification for Tool-Using Agents Paper • 2610.21463 • Published 7 days ago • 24
Action-Space Shaping for LLM Agents: Measuring and Mitigating Tool-Schema Bias Paper • 2609.34971 • Published 24 days ago
Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published Jun 11 • 23
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 51
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration Paper • 2508.13755 • Published Aug 19, 2025 • 14
Instruct-SCTG: Guiding Sequential Controlled Text Generation through Instructions Paper • 2312.12299 • Published Dec 19, 2023
Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators Paper • 2403.16950 • Published Mar 25, 2024 • 4
MR-BEN: A Comprehensive Meta-Reasoning Benchmark for Large Language Models Paper • 2406.13975 • Published Jun 20, 2024