Leaderboard FUNGI
An LLM writes code (e.g. Blender) that builds the 3D model.
Human voting is currently focused on the commercial image→3D and text→3D models, so these scores are paused where the votes so far left them. The AI-judge board still ranks this modality.
Ranked by human votes · 340 cast · see the AI-judge board →
How ranking works
Rank groups models whose 95% bootstrap CIs overlap into the same rank (they are not statistically separable). BT = Bradley–Terry score (Elo-scaled); the bar shows the 95% CI with the point estimate marked. Every board ranks a SINGLE method — scores from different methods come from disconnected match pools and aren't comparable, so there is no cross-method ranking. Elo updates live per vote. Recompute in Admin.
LLM procedural (code-gen)
16 generators| Rank | Generator | BT score | 95% interval BT -362.7–2173.4 | Trend | Votes | Status |
|---|---|---|---|---|---|---|
| 1 | openai/gpt-5.6-sol | 1565.5 | [890.2, 1892.8] | 7 | 23 more votes → firm ► | |
| 1 | anthropic/claude-opus-4.8 | 1301.8 | [516.3, 1887.8] | 5 | 25 more votes → firm ► | |
| 1 | moonshotai/kimi-k2.7-code | 1301.8 | [347.2, 2173.4] | 2 | 28 more votes → firm ► | |
| 1 | x-ai/grok-4.5 | 1301.8 | [756.1, 2032.4] | 3 | 27 more votes → firm ► | |
| 1 | mistralai/mistral-medium-3-5 | 1301.8 | [678.0, 1762.7] | 4 | 26 more votes → firm ► | |
| 1 | deepseek/deepseek-v4-pro | 1218.1 | [563.8, 1897.6] | 2 | 28 more votes → firm ► | |
| 1 | minimax/minimax-m3 | 1038.0 | [375.6, 1786.4] | 4 | 26 more votes → firm ► | |
| 1 | google/gemini-3.1-pro-preview | 885.2 | [52.8, 1431.0] | 3 | 27 more votes → firm ► | |
| 1 | z-ai/glm-5.2 | 885.2 | [339.6, 1274.0] | 1 | 29 more votes → firm ► | |
| 1 | qwen/qwen3.7-plus | 885.2 | [216.0, 1495.2] | 3 | 27 more votes → firm ► | |
| 1 | x-ai/grok-4.20 | 870.6 | [332.7, 1640.7] | 6 | 24 more votes → firm ► | |
| 1 | meta-llama/llama-4-maverick | 621.5 | [-18.2, 1232.5] | 1 | 29 more votes → firm ► | |
| 1 | anthropic/claude-sonnet-5 | 547.2 | [-6.2, 1439.1] | 5 | 25 more votes → firm ► | |
| 1 | z-ai/glm-4.6v | 468.7 | [-362.7, 1184.7] | 1 | 29 more votes → firm ► | |
| 1 | qwen/qwen3.6-plus | 454.1 | [16.4, 1202.1] | 1 | 29 more votes → firm ► | |
| 1 | deepseek/deepseek-v3.2 | 146.7 | [-346.5, 1249.3] | 4 | 26 more votes → firm ► |
95% credible interval · point estimate · trend · firm a rank backed by 30+ votes; below that, Status counts the votes still needed · click a row for detail
Filters & bias audit
Bias audit — left(A) win rate 0.569 (≈0.50 = unbiased) · tie 0.059 · bad 0.191
VLM judge (Sonnet 4.6, multi-view) — automated LLM-judge rankings by paradigm
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