LaViSA - Ellipsis: leaderboard

Metric: Per-trial accuracy (%) on the ellipsis category; task: pick which disambiguated reading of a structurally ambiguous sentence a generated image depicts (2 or 3 readings per sentence, 100 sentences per category); chance 50; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 13 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)83.2
2GPT-5.271.1
3Gemini 3.1 Flash Lite70.8
4Qwen 3 VL 8B Instruct66.8
5Qwen 3 VL 32B (Thinking)65.8
6Qwen 3 VL 32B Instruct63.9
7Gemma 3 12B (IT)61.9
8Gemma 3 27B (IT)61.4
9Qwen 3 VL 4B Instruct61.4
10Qwen 3 VL 8B (Thinking)59.4
11Gemma 3 4B (IT)54.5
12Qwen 3 VL 4B (Thinking)51

Interactive version: theaggregate.ai/benchmark?slug=lavisa-ellipsis · How It Works · Data refreshed daily, snapshot 2026-09-29.