3 papers
cs.CL2026
One note in three: a verified census of three deployed AI scribes, and the instrument that counted it
Sebastian Fox, Luke Markham, Ryan Lail +1
Ambient AI scribes draft clinical notes under the reassurance that a clinician signs every note. We audited three commercial AI scribes on the same 142 consultations: 565 notes fro…
cs.CL2026
LLM Judges Verify Presence, Not Absence: Omission Blindness in AI Clinical Notes and What Recovers It
Sebastian Fox, Luke Markham, Ryan Lail +1
Ambient AI scribes draft clinical notes, and published audits find their dominant error is omission: information the encounter established that the note fails to record. The standa…
cs.CL2026
On Cost-Effective LLM-as-a-Judge Improvement Techniques
Ryan Lail, Luke Markham
Using a language model to score or rank candidate responses has become a scalable alternative to human evaluation in reinforcement learning from human feedback (RLHF) pipelines, be…