2 papers
cs.AI2026
Measuring Black-Box Confidence via Reasoning Trajectories: Geometry, Coverage, and Verbalization
Marc Boubnovski Martell, Josefa Lia Stoisser, Kaspar Märtens +4
Reliable confidence estimation enables safe deployment of chain-of-thought (CoT) reasoning through text-only APIs. Yet the dominant black-box baseline, self-consistency over K samp…
cs.HC2023
Optimizing Mentor-Student Communication with Symbolic Design for Message States
Yuanzhe Jin, Jiali Yu
In the mentor-student communication process, students often struggle to receive prompt and clear guidance from their mentors, making it challenging to determine their next steps. W…