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cs.AI2026
HSPR: Recovering Software-Agent Benchmark Scores via Hierarchical Posterior Inference
Wanyi Chen, Wanqin Shen, Yuanchen Shi +2
Evaluating software agents on a full benchmark is expensive. A small task subset can preserve agent rankings while yielding inaccurate scores. Historical responses provide useful s…
cs.AI2026
Agent^2 RL-Bench: Can LLM Agents Engineer Agentic RL Post-Training?
Wanyi Chen, Xiao Yang, Xu Yang +7
We introduce Agent2 RL-Bench, a compact diagnostic benchmark for evaluating agentic RL post-training, which tests whether LLM agents can autonomously design, implement, debug, and…