The external sources retained in our non-systematic audit did not isolate the incremental security or utility effect of consuming /llms.txt while ordinary retrieval remained fixed. The initial audit covered 39 sources through August 16, 2026, with later targeted updates through October 14. A purposive 15-tool study obs...
Gang-Zhen Qian, Kai-Nan Zhou, Chu-Hong Xu et al.· 0 citations
Together, these findings connect detector comparisons to the test population, preprocessing state, visible information, and measured pipeline stages, and identify the protocol fields needed alongside a score to support interpretable comparisons of log anomaly detection accuracy and resource use.
Hang Xiao, Janet Sung, Zhao-Yi Li et al.· 0 citations
The specification separates this endpoint from citation support and review priority, and binds decisions to versioned evidence spans, and defines the independent annotation, held-out evaluation, and paired utility tests still required to establish semantic validity and deployment benefit.
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 pre-generation triage layer that treats this relationship as query dependent is studied, and the evaluation shows why page-level frequency cannot substitute for family-level exposure and quantifies how calibration changes scenario activation.
Kai-Nan Zhou, Gang-Zhen Qian, Chu-Hong Xu 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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