LitXBench - Configurations: leaderboard

Metric: Configuration F1 (0-1), whether the right microstructure configurations (phases and sub-regions) are extracted for extracting every experiment (materials, process chains, microstructure configurations and measurements) as Python objects from the OCR text of LitXAlloy's 19 alloy papers (1,426 measurements; figures excluded), extracted materials matched to the annotated ones by the Hungarian algorithm, mean of three runs; models called through the API with Pydantic AI; higher is better. Source: arxiv.org. Saturation forecast: Around August 2027. 6 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)0.6
2Claude Opus 4.60.54
3Gemini 3 Flash (Preview)0.52
4GPT-5.2 (High)0.49
5GPT-5 Mini0.41
6Claude Haiku 4.50.38

Interactive version: theaggregate.ai/benchmark?slug=litxbench-configurations · How It Works · Data refreshed daily, snapshot 2026-10-07.