Learning to Learn from Context: Synthetic Training from Perturbed Public Documents Paper • 2609.33642 • Published 2 days ago • 22
Skill2Env: Capability-Oriented Environment Synthesis from Skills for General Agents Paper • 2609.33772 • Published 2 days ago • 19
CompoWorld: Compositional Environment Scaling for General Agents Paper • 2609.33665 • Published 2 days ago • 26
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Paper • 2510.15444 • Published Oct 17, 2025 • 151
FormalML: A Benchmark for Evaluating Formal Subgoal Completion in Machine Learning Theory Paper • 2510.02335 • Published Sep 26, 2025 • 2
ChinaTravel: A Real-World Benchmark for Language Agents in Chinese Travel Planning Paper • 2412.13682 • Published Dec 18, 2024 • 7
Step Back to Leap Forward: Self-Backtracking for Boosting Reasoning of Language Models Paper • 2502.04404 • Published Feb 6, 2025 • 25