The benchmark, failure-preserving contract, incident provenance, and governance controls needed to prevent infrastructure behavior from being misreported as model behavior and the benchmark, failure-preserving contract, incident provenance, and governance controls needed to prevent infrastructure behavior from being mi...
Hang Xiao, Chu-Hong Xu, Kai-Nan Zhou et al.· 0 citations
A bounded IHEval comparison uses the same SmolLM2 checkpoint and output budget while preserving its published instruction roles and scorer, and the benchmark measures conditional task and output-contract success.
Kai-Nan Zhou, Zhao-Yi Li, Janet Sung et al.· 0 citations
Five host families are too few for a population claim, and the experiment says nothing about transfer to a new cell library or an industrial design, which supports a narrower conclusion: sibling benchmark variants can inflate apparent transfer.
Hang Xiao, Chu-Hong Xu, Kai-Nan Zhou et al.· 0 citations
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