Internal Representation, Not Clinical Knowledge: Where Apparent LLM Triage Failures Originate

David Fraile Navarro, Berardino Como, Jialei Sheng +2

Patient-voiced clinical-triage benchmarks report high under-triage rates for consumer LLMs for constrained multiple-choice output, yet the same cases score differently with free-te…