AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

LifeSciBench

LifeSciBench is an expert-authored, expert-reviewed benchmark of 750 open-ended life-science research tasks spanning seven workflows and seven biological domains. Responses are graded against 19,020 physician- and scientist-written rubric criteria rather than multiple-choice answers, and most tasks require interpreting attached artifacts such as figures, PDFs, and sequence files.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
multimodal

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 3

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
GPT-5.6 Sol0.599Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
GPT-5.6 Terra0.56Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
GPT-5.6 Luna0.512Not recordedNot recorded2026-07-09 · model_announcementLLM Stats