Author

Zhewen Tan

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#natural language process... Preprint Aug 2026

S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement?

These findings show that recognizing successful actions is insufficient; agents must also transform feedback into executable and transferable policies, and provide a unified framework for diagnosing this process and identifying the bottlenecks that prevent agents from translating interaction experience into reliable se...

Jia-Jun Shi, Siyang Tao, Yu-Hao Wu et al. · 2 citations

#natural language process... Jun 2026

RealClawBench: Live OpenClaw Benchmarks from Real Developer-Agent Sessions

RealClawBench is introduced, a live benchmark framework built from real OpenClaw sessions to capture the distribution, diversity, and real-world difficulty of deployed agent use and provides a practical path toward benchmarks that better measure agent capability in actual use.

Zongwei Lv, Zhewen Tan, Yao-Ming Li et al. · arXiv.org · 1 citation · ⚡1