Author

Xiao-Yun Liang

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Jul 2026

Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction

We introduce Tencent WorkBuddy Bench, a multi-domain evaluation suite for coding agents; this report documents its construction methodology, scoring protocol, and a cross-model leaderboard. At its core is a unified evaluation framework for constructing and running distribution-informed coding-agent tasks across four wo...

Si-Qi Cai, Shao-Peng Chen, Xiang Fei et al. · arXiv.org · 0 citations

Preprint Aug 2026

Matching Supervision to the Student's Learning Capacity: A Unified Framework for On-Policy Self-Distillation

Unified On-Policy Self-Distillation (USD), a lightweight online algorithm to solve the Lagrangian, reveals that a single dual variable governs both decisions: at one price for learning difficulty, it simultaneously sets the token-selection threshold and the direction of privileged-information adjustment, keeping superv...

Yongkang Yang, Zhezheng Hao, Hong Zhang et al. · 2 citations