OncoTriad-QA - Universal MCQ: leaderboard
OncoTriad-QA (2026) is a patient-level pan-cancer question-answering benchmark over 9,281 TCGA cases that combine radiology, histopathology, genomics and clinical metadata. This board is multiple-choice accuracy on the universal questions (mutation, tumor grade, tumor stage, AJCC T and N category and joint molecular profile) with all modalities available, averaged over three runs on a fixed 60 percent sample of the held-out test items. Higher is better.
Metric: Accuracy (%) on the universal multiple-choice questions (question-weighted mean over mutation, grade, stage, AJCC T/N and joint profile) of OncoTriad-QA's held-out TCGA cases in the all-available modality setting (representative pathology ROI images, radiology slices, genomic summaries and clinical metadata): multiple choice, mean of three runs over a frozen stratified 60% sample of the held-out test items; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.4 | 46 | #123 |
| 2 | MedGemma-4B-IT | 36 | #2716 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=oncotriad-qa-universal-mcq · How It Works · Data refreshed daily, snapshot 2026-11-13.