The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published about 11 hours ago • 14
Random Policy Valuation is Enough for LLM Reasoning with Verifiable Rewards Paper • 2509.24981 • Published about 1 month ago • 29
WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents Paper • 2509.06501 • Published Sep 8 • 78
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24 • 80
Seed-Prover: Deep and Broad Reasoning for Automated Theorem Proving Paper • 2507.23726 • Published Jul 31 • 113
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories? Paper • 2507.12415 • Published Jul 16 • 42
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2 • 185
Pitfalls of Rule- and Model-based Verifiers -- A Case Study on Mathematical Reasoning Paper • 2505.22203 • Published May 28 • 6
ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows Paper • 2505.19897 • Published May 26 • 104
SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond Paper • 2505.19641 • Published May 26 • 67
Scaling Image and Video Generation via Test-Time Evolutionary Search Paper • 2505.17618 • Published May 23 • 41
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models Paper • 2505.14810 • Published May 20 • 62
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Paper • 2505.16410 • Published May 22 • 57
Learn to Reason Efficiently with Adaptive Length-based Reward Shaping Paper • 2505.15612 • Published May 21 • 34