BabyVision with Python (BabyVision w/ Python)
We show this table for reference; we do not rank on it.
A Python-assisted BabyVision evaluation for fine-grained visual perception and grounded reasoning.
Benchmark score on BabyVision w/ Python — November 13, 2026
We compile the BabyVision w/ Python rows from provider self-reports. Kimi K3.1 Pro leads the table at 95.4%, followed by Inkling 2 Small (93.7%) and DeepSeek V4.1 Flash 1017 (92.5%). We do not use these results to rank models overall.
Kimi K3.1 Pro
Moonshot AI
Reported by Moonshot AIInkling 2 Small
Thinking Machines Lab
Reported by Thinking Machines LabDeepSeek V4.1 Flash 1017
DeepSeek
Reported by DeepSeek7 modelsMultimodal & GroundedCurrentDisplay onlyUpdated November 13, 2026
Benchmark score table (7 models)
All 7 results on this page were reported by the labs that built the models.
| Rank | Model / configuration | Score | Who ran it | Parameters (B) | Open / closed |
|---|---|---|---|---|---|
| 1 | Kimi K3.1 ProMoonshot AIReported by Moonshot AI | 95.4% | Reported by Moonshot AI | Not reported | Open |
| 2 | Inkling 2 SmallThinking Machines LabReported by Thinking Machines Lab | 93.7% | Reported by Thinking Machines Lab | Not reported | Closed |
| 3 | DeepSeek V4.1 Flash 1017DeepSeekReported by DeepSeek | 92.5% | Reported by DeepSeek | Not reported | Open |
| 4 | Qwen3.8 MaxAlibabaReported by Alibaba | 91.3% | Reported by Alibaba | Not reported | Open |
| 5 | MiniMax M3.1 FlashMiniMaxReported by MiniMax | 91.0% | Reported by MiniMax | Not reported | Closed |
| 6 | Kimi K3Moonshot AIReported by Moonshot AI | 85.7% | Reported by Moonshot AI | Not reported | Open |
| 7 | Qwen3.8-27BAlibabaReported by Alibaba | 85.6% | Reported by Alibaba | Not reported | Open |
- Lab-reported
- Benchmark-run
- Independent
Among the reported BabyVision w/ Python rows, Kimi K3.1 Pro is first at 95.4%. The third row is 2.9 points behind. The broader top-10 range is 9.8 points, so many of the published results sit in a relatively narrow band.
7 models have been evaluated on BabyVision w/ Python. The benchmark falls in the Multimodal & Grounded category. BabyVision w/ Python is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About BabyVision w/ Python
Year
2026
Tasks
Visual perception tasks with Python
Format
Tool-augmented multimodal score
Difficulty
Fine-grained visual perception
BenchLM keeps the Python-assisted launch value separate from the generic BabyVision key.
Freshness and provenance
Version
BabyVision w/ Python 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does BabyVision w/ Python measure?
A Python-assisted BabyVision evaluation for fine-grained visual perception and grounded reasoning.
Which model scores highest on BabyVision w/ Python?
Kimi K3.1 Pro by Moonshot AI currently leads with a score of 95.4% on BabyVision w/ Python.
How many models are evaluated on BabyVision w/ Python?
7 AI models have published results on BabyVision w/ Python in the BenchLM catalog.
Compare top models on BabyVision w/ Python
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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