3DVerifier - Overall: leaderboard

3DVerifier v1 Table1 full 2,581-example/10-task benchmark; direct inference temperature0/top_p1/max_tokens512. AppendixD.2 API gpt-6-astra-2026-09-03; preserve Gemma NVFP4, Qwen3.5/Qwen3.6/GLM FP8, others local BF16. Static task scores use balanced accuracy. Human400-subset and random-reference rows are not model cells. Motion uses native MP4 for Gemini3.8Flash/Gemma4/Qwen3.5/Qwen3.6 and fixed16-frame contact sheet for GPT6/GPT5.6/InternVL/GLM/OmniVerifier/Qwen2.5; do not pool their input protocols invisibly. Overall is task-macro binary BA using Motion Binary, not four-class Motion. Metric: Balanced accuracy (%). Higher is better. Source: https://arxiv.org/html/2610.22360v1

Metric: Balanced accuracy (%). Source: arxiv.org. Saturation forecast: Around July 2028. 10 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.8 Flash68.4#21
2GPT-5.6 Sol64.9#18
3Qwen 2.5 VL 7B Instruct50.2#649

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=3dverifier-overall · How It Works · Data refreshed daily, snapshot 2026-10-17.