Unison - Internal Consistency: leaderboard

The internal consistency score of Unison (2026), a benchmark for unified multimodal models: whether what a model understands about a scene agrees with what it generates for it, as a unified percent score from the Unison-Judge and task metrics. Higher is better.

Metric: Unified score (%) on the internal consistency dimension of Unison (2,169 unified understanding-and-generation samples): whether what the model understands about a scene agrees with what it generates for it, scored by the authors' Unison-Judge (a human-aligned 8B judge) and task metrics; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro86.9#137
2GPT-5.284.7#176

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=unison-internal-consistency · How It Works · Data refreshed daily, snapshot 2026-11-13.