WTM-Bench (VBA) - Soft Score: leaderboard

Metric: Soft score (%; weighted component similarity of cells, formulas, charts, pivot tables and conditional formatting to the target workbook, partial credit; the model drives Excel through VBA; 150 WTM-Bench tasks at query level 3 (concise, abstract requests); the authors' tool-calling loop that executes code against the workbook, shows the resulting workbook state and allows up to 10 turns; deterministic programmatic grading). Source: arxiv.org. Saturation forecast: Around June 2027. 6 models tracked.

Top models

#ModelScore
1Claude Opus 4.654
2GPT-5.253.9
3Claude Sonnet 4.551.3
4GPT-5.439
5Claude Haiku 4.538.4
6GPT-4.1 Mini30.5

Interactive version: theaggregate.ai/benchmark?slug=wtm-bench-vba-soft-score · How It Works · Data refreshed daily, snapshot 2026-09-29.