# BabyVision with Python (BabyVision w/ Python)

> A Python-assisted BabyVision evaluation for fine-grained visual perception and grounded reasoning.

Canonical page: https://benchlm.ai/benchmarks/babyvisionpython

- Category: [Multimodal & Grounded](/multimodal-grounded)
- Last updated: September 27, 2026

## About BabyVision w/ Python

- Year: 2026
- Tasks: Visual perception tasks with Python
- Format: Tool-augmented multimodal score
- Difficulty: Fine-grained visual perception
- Paper: [Kimi K3: Open Frontier Intelligence](https://www.kimi.com/blog/kimi-k3)

BenchLM keeps the Python-assisted launch value separate from the generic BabyVision key.

BabyVision w/ Python is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (4 models)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Qwen3.8 Max](/models/qwen3-8-max) | Alibaba | 91.3% |
| 2 | [DeepSeek V4.1 Flash](/models/deepseek-v4-1-flash) | DeepSeek | 89.6% |
| 3 | [Kimi K3](/models/kimi-k3) | Moonshot AI | 85.7% |
| 4 | [Qwen3.8-27B](/models/qwen3-8-27b) | Alibaba | 85.6% |

## FAQ

### 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?

Qwen3.8 Max by Alibaba currently leads with a score of 91.3% on BabyVision w/ Python.

### How many models are evaluated on BabyVision w/ Python?

4 AI models have been evaluated on BabyVision w/ Python on BenchLM.

### Does BabyVision w/ Python affect BenchLM's overall score?

Not directly. BabyVision w/ Python is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Compare Top Models on BabyVision w/ Python

- [Qwen3.8 Max vs DeepSeek V4.1 Flash](/compare/deepseek-v4-1-flash-vs-qwen3-8-max)
- [DeepSeek V4.1 Flash vs Kimi K3](/compare/deepseek-v4-1-flash-vs-kimi-k3)
- [Kimi K3 vs Qwen3.8-27B](/compare/kimi-k3-vs-qwen3-8-27b)