HELM VHELM - A Okvqa Swahili: leaderboard

The "A Okvqa Swahili" subtask of HELM VHELM. Stanford HELM's VHELM project, the holistic evaluation of vision-language models: image-grounded question answering, OCR, chart and diagram reading, spatial reasoning, robustness, bias, fairness and toxicity scenarios scored under one ha...

Metric: PEM (Translate). Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 48 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)89.9#124
2O3 (2025-04-16)85.2#123
3GPT-4.585#276
4Gemini 2.0 Pro (Preview 02-05)83.3#305
5Gemini 2.0 Flash (Preview)82.3#366
6Gemini 2.0 Flash82.1#344
7GPT-4o (2024-11-20)81.4#378
8GPT-4o (2024-08-06)81.3#335
9GPT-4.1 (2025-04-14)81.2#250
10GPT-4o (2024-05-13)81#326
11O4 Mini (2025-04-16)80.6#181
12Gemini 2.0 Flash Lite80.5#453
13Gemini 1.5 Pro (002)79.9#350
14O1 (2024-12-17)76.5#152
15GPT-4 Turbo75.7#406

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-vhelm-a-okvqa-swahili · How It Works · Data refreshed daily, snapshot 2026-10-23.