Rynn-GEU - Direct Answer - Direction: leaderboard

RynnUnify Table 3 direct answering from original benchmark inputs, without generated-video rollouts or the additional RL-trained agent. Rynn-GEU has ten subsets; the native task-specific scores and their published average are reported on a 0–100 scale. Per-model effort/frame settings are not reported and remain source-scoped. Public oracle-rollout release is a different input protocol and does not substitute for these direct answers. Reported metric: Direction.

Metric: Published task score (0–100). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 11 models tracked.

Top models

#ModelScoreOverall rank
1RynnBrain 8B (Rynn-GEU Run: direct-answer; effort and frames unreported)34.5
2GPT-5.6 Terra (Rynn-GEU Run: direct-answer; effort and frames unreported)24
3Claude Sonnet 5 (Rynn-GEU Run: direct-answer; effort and frames unreported)22.2
4RynnUnify 16B (Rynn-GEU Run: direct-answer; effort and frames unreported)22
5RxBrain (Rynn-GEU Run: direct-answer; effort and frames unreported)21.5
6Qwen3 VL 8B Instruct (Rynn-GEU Run: direct-answer; effort and frames unreported)20
7Embodied R1.5 8B (Rynn-GEU Run: direct-answer; effort and frames unreported)19.5
8Cosmos 3 Nano (Rynn-GEU Run: direct-answer; effort and frames unreported)17.5
9Qwen3.5 9B (Rynn-GEU Run: direct-answer; effort and frames unreported)17
10MiMo Embodied 7B (Rynn-GEU Run: direct-answer; effort and frames unreported)13

Interactive version: theaggregate.ai/benchmark?slug=rynn-geu-direct-answer-direction · How It Works · Data refreshed daily, snapshot 2026-11-05.