MechPert: Mechanistic Consensus as an Inductive Bias for Unseen Perturbation Prediction. - Marc Boubnovski Martell; Josefa Lia Stoisser; Lawrence Phillips; Aditya Misra; Robert Kitchen; Jesper Ferkinghoff-Borg; Jialin Yu 001; Philip Torr 001; Kaspar Märtens (CoRR, 2026)

Measuring Black-Box Confidence via Reasoning Trajectories: Geometry, Coverage, and Verbalization. - Marc Boubnovski Martell; Josefa Lia Stoisser; Kaspar Märtens; Jialin Yu 001; Robert Kitchen; Philip Torr 001; Jesper Ferkinghoff-Borg (CoRR, 2026)

Ambig-DS: A Benchmark for Task-Framing Ambiguity in Data-Science Agents. - Josefa Lia Stoisser; Marc Boubnovski Martell; Sidsel Boldsen; Kaspar Märtens; Robert Kitchen (CoRR, 2026)