Trust Signal Map
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Robert Kitchen
Researcher
PaperAmbig-DS: A Benchmark for Task-Framing Ambiguity in Data-Science AgentsAuthorship / preprint / 2026PaperMeasuring Black-Box Confidence via Reasoning Trajectories: Geometry, Coverage, and VerbalizationAuthorship / preprint / 2026Josefa Lia StoisserCo-authorship / ResearcherMarc Boubnovski MartellCo-authorship / ResearcherKaspar MärtensCo-authorship / ResearcherJialin YuCo-authorship / ResearcherPhilip TorrCo-authorship / ResearcherSidsel BoldsenCo-authorship / Researcher