LaViSA - Preposition Phrase Attachment: leaderboard

Metric: Per-trial accuracy (%) on the preposition phrase attachment 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: Estimated already saturated. 13 models tracked.

Top models

#ModelScore
1Gemini 3.1 Flash Lite94.5
2Gemini 3.1 Pro (Preview)94
3GPT-5.294
4Qwen 3 VL 32B Instruct93.5
5Qwen 3 VL 4B Instruct88.5
6Qwen 3 VL 32B (Thinking)87.5
7Gemma 3 27B (IT)85
8Qwen 3 VL 8B (Thinking)83.5
9Qwen 3 VL 8B Instruct83
10Qwen 3 VL 4B (Thinking)81
11Gemma 3 12B (IT)78.5
12Gemma 3 4B (IT)60.5

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