SOCO - Text Query: leaderboard
Metric: Accuracy (%) when the query keypoint is given only as a text description (no source image), four-choice semantic-correspondence questions on SOCO image pairs (target image with candidate keypoints A to D), CircularEval: correct only if the model picks the right keypoint under all four answer permutations (random 0.4, consistent-permutation baseline 25); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 2.5 VL 7B Instruct | 39.1 |
| 2 | GPT-4o | 37.6 |
Interactive version: theaggregate.ai/benchmark?slug=soco-text-query · How It Works · Data refreshed daily, snapshot 2026-10-07.