FlagEval EmbodiedVerse - All-Angles Bench: leaderboard

BAAI FlagEval’s EmbodiedVerse suite, All-Angles Bench component: multi-view consistency, the same scene shot from several angles with questions only a coherent 3D reading answers. Scored on FlagEval’s common scale so the thirteen component boards read against each other.

Metric: Score. Source: flageval.baai.ac.cn. Saturation forecast: Around November 2026. 24 models tracked.

Top models

#ModelScoreOverall rank
1GPT-565.85#98
2Qwen 3 VL 235B A22B (Thinking)61.12#238 (Qwen 3 VL 235B A22B)
3Qwen 3 VL 235B A22B Instruct58.4#273
4Gemini 2.5 Pro58.11#152
5Qwen 3 VL 30B A3B (Thinking)56.1#351 (Qwen 3 VL 30B A3B)
6Qwen 3 VL 30B A3B Instruct54.36#384
7Claude Sonnet 4.553.41#142
8GPT-4.152.86#248
9Qwen 2.5 VL 72B Instruct52.25#377
10Qwen 2.5 VL 32B Instruct50.89#453
11InternVL3-78B50.28#352
12Mistral Small 3.248.17#605
13Qwen 2.5 VL 7B Instruct47.42#654
14InternVL3-8B46.81#620
15O4 Mini45.73#180

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=flageval-embodiedverse-all-angles-bench · How It Works · Data refreshed daily, snapshot 2026-10-20.