2 papers
cs.CL2026
AI Consilium: a Benchmark of LLM Clinical Multidisciplinary Second Opinions
Alexey A. Bokov, Ivan I. Panin, Nikolay B. Nechaev +10
Large language models (LLMs) can generate differential diagnoses for complex cases, but a useful second opinion must also be factually grounded, clinically coherent, actionable, an…
cs.CL2026
LLM-Guided Evolution for Medical Decision Pipelines
Ivan Sviridov, Artem Oskin, Ivan Panin +4
Adapting large language models (LLMs) to clinical workflows often requires costly fine-tuning or manual prompt and pipeline engineering. We study LLM-guided MAP-Elites evolution as…