Checkup2Action: leaderboard

Clinical check-up reports are multimodal documents that combine page layouts, tables, numerical biomarkers, abnormality flags, imaging findings, and domain-specific terminology. Such heterogeneous evidence is difficult for laypersons to interpret and translate into concrete follow-up actions. Although large language models show promise in medical summarisation and triage support, their ability to

Metric: Prob. rec. (problem recall) (self-reported). Source: benchmarklist.com. Saturation forecast: Around February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro (Preview)60.2#66
2GPT-5.152.7#135
3GPT-5 Nano44.9#425
4Claude Sonnet 4.542#142
5Gemini 2.5 Flash41.3#245
6Grok 4.1 Fast40.8#217
7Qwen 3 VL 8B Instruct33.1#420
8Claude Haiku 4.524.6#280

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=checkup2action · How It Works · Data refreshed daily, snapshot 2026-10-20.