MATRIX (Materials Science) - XRD Interpretation: leaderboard

Metric: Judge score (% of the maximum) on MATRIX xrd interpretation: interpreting X-ray diffraction patterns (50 held-out items); image plus local textual context; GPT-5.1 rubric judge scoring each long-form answer 0, 0.25, 0.5, 0.75 or 1 (scientific correctness, reasoning quality, consistency with the context), mean shown times 100; higher is better. Source: arxiv.org. Saturation forecast: Around August 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Ministral-3-8B-Instruct-251249#644
2InternVL2-8B43#826
3Qwen 3 VL 8B Instruct32#401
4Qwen 2 VL 7B Instruct17.5#816

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=matrix-materials-science-xrd-interpretation · How It Works · Data refreshed daily, snapshot 2026-10-11.