Multimodal & Grounded benchmark
BabyVision w/ Python leaderboard
BabyVision with Python. Every model the catalog carries a published BabyVision w/ Python value for, ranked by that value.
CategoryMultimodal & Grounded
MeasureTool-augmented multimodal score
TasksVisual perception tasks with Python
DifficultyFine-grained visual perception
Published byKimi K3: Open Frontier Intelligence
A Python-assisted BabyVision evaluation for fine-grained visual perception and grounded reasoning.
BabyVision w/ Python ranking
4 models with a published BabyVision w/ Python value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Tool-augmented multimodal score |
|---|---|---|---|
| 1 |  Qwen3.8 Max | Alibaba | 91.3 |
| 2 |  DeepSeek V4.1 Flash | DeepSeek | 89.6 |
| 3 |  Kimi K3 | Moonshot AI | 85.7 |
| 4 | Qwen3.8-27B | Alibaba | 85.6 |
Evidence key: Observed
Rows are ordered by the value Kimi K3: Open Frontier Intelligence published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.