StatFormBench - Variable Role Identification: leaderboard

Variable role identification (VRI) on StatFormBench: the fraction of reference variables that a model both recovers and assigns the correct question-conditional role, penalizing missed variables and wrong roles (StatFormBench, arXiv 2609.01982v2, Table 1). Percent; higher is better.

Metric: VRI (%). Source: arxiv.org. Saturation forecast: Around February 2027. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.666.2#67
2DeepSeek V4 Flash65.3#155
3Kimi K2.563.8#152
4Gemini 3 Flash63.6#103
5Claude Sonnet 4.663.3#94
6Gemini 3.1 Pro (Preview)63.1#64
7GPT-5.462#83
8Qwen 3.5 397B A17B61.4#154
9GPT-5.561.1#33
10DeepSeek V4 Pro60.3#112
11Qwen 3.5 9B45#391
12Qwen 3.5 4B41.1#514
13Qwen 3.5 2B7.1#1114
14Qwen 3.5 0.8B3#1410

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

Interactive version: theaggregate.ai/benchmark?slug=statformbench-variable-role-identification · How It Works · Data refreshed daily, snapshot 2026-11-05.