MinCU - Relation: leaderboard

Metric: Grounded F1 (%; relation changes (an entity relocated with its identity preserved), 500 image pairs; a true positive needs the predicted box to reach IoU 0.5 with the changed region, the change description BERTScore 0.85 against the reference and the correct changed-entity label; zero-shot). Source: arxiv.org. Saturation forecast: Around 2033. 15 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)42.31
2Seed 1.840.85
3Qwen 3 VL 8B38.4
4GPT-5.418.36

Interactive version: theaggregate.ai/benchmark?slug=mincu-relation · How It Works · Data refreshed daily, snapshot 2026-09-26.