Nature

Systematic benchmarking demonstrates large language models have not reached the diagnostic accuracy of traditional rare-disease decision support tools

Large language models (LLMs) show promise in supporting differential diagnosis, but their performance is challenging to evaluate due to the unstructured nature of their responses, and their accuracy ...
Nature

A multi-agent large language model framework to automatically assess performance of a clinical AI Triage tool

Radiology reports can be used as a surrogate for performance of clinical AI tools. Radiology reports were analyzed by an ensemble of eight open-source LLM models and a internal version of GPT-4o using ...
Reuters

LLM Consensus Matches or Outperforms the Best AI Models in Expert Evaluation Without Performance Degradation

SHERIDAN, WY, April 2, 2026 (EZ Newswire) -- LLM Consensus has released the results of its Expert-Domain Evaluation Benchmark v1.0, an independent study analyzing the performance of its multi-model ...
Redding Record Searchlight

LLM Consensus Matches or Outperforms the Best AI Models in Expert Evaluation Without Performance Degradation

A multi-model consensus system matches or outperforms GPT-5.4, Claude Opus 4.6 and Gemini 3.1 Pro across 100 expert-level questions infinance, law, medicine and technology, with no performance ...