Leaderboard FUNGI

An agent renders, critiques, and revises its own 3D model in a loop.

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 →

Share Post on X
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.

Agentic 3D

13 generators
Rank Generator BT score 95% interval BT 121.5–1977.6 Trend Votes Status
1 minimax/minimax-m3 (agentic) code 1718.2
[1102.7, 1977.6]
1 29 more votes → firm
1 openai/gpt-5.6-sol-pro (agentic) code 1400.7
[1099.9, 1700.2]
2 28 more votes → firm
1 x-ai/grok-4.5 (agentic) code 1301.7
[1052.5, 1502.7]
3 27 more votes → firm
1 anthropic/claude-sonnet-5 (agentic) code 1301.6
[808.8, 1519.3]
4 26 more votes → firm
1 openai/gpt-5.6-sol (agentic) code 1003.5
[417.9, 1362.5]
4 26 more votes → firm
1 anthropic/claude-opus-4.8 (agentic) code 984.2
[619.6, 1296.2]
5 25 more votes → firm
1 x-ai/grok-4.20 (agentic) code 984.2
[603.7, 1211.5]
1 29 more votes → firm
1 google/gemini-3.1-pro-preview (agentic) code 885.2
[626.9, 1184.3]
1 29 more votes → firm
1 qwen/qwen3.7-plus (agentic) code 885.2
[639.5, 1290.0]
2 28 more votes → firm
1 openai/gpt-5.1 (agentic) code 885.1
[538.8, 1158.1]
2 28 more votes → firm
1 z-ai/glm-4.6v (agentic) code 686.1
[174.9, 1172.6]
2 28 more votes → firm
1 meta-llama/llama-4-maverick (agentic) code 577.1
[121.5, 1164.8]
2 28 more votes → firm
1 moonshotai/kimi-k2.7-code (agentic) code 468.6
[197.1, 1179.3]
1 29 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

Loading automated rankings…