VisualNeedle - Without Tools: leaderboard

Metric: Accuracy (%) on the 300 VisualNeedle questions when the model answers from the full image without the Crop tool, mean of three runs at the generation settings of Table 4; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 9 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview) (High)16.34
2Gemini 3 Flash (High)15.12
3Qwen 3.5 Plus (Thinking)15
4GPT-5.4 (xHigh)14.32
5Seed 2.0 Pro (High)13.11
6Kimi K2.5 (Thinking)10.78
7GPT-5.2 (xHigh)10.56
8Qwen 3 VL 235B A22B (Thinking)8.34

Interactive version: theaggregate.ai/benchmark?slug=visualneedle-without-tools · How It Works · Data refreshed daily, snapshot 2026-10-07.