# BabyVision w/ python

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Fine-grained visual perception and reasoning with Python assistance.

Canonical URL: https://benchize.com/benchmarks/babyvision-python
Last updated: Wed, 21 Oct 2026 18:05:10 GMT

Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations.

Fine-grained visual perception and reasoning with Python assistance.

Multimodal · Models tested: 5 · Score publishers: [moonshot k3](https://www.kimi.ai/blog/kimi-k3)

## Model results

| # | Model | Score |  |
| --- | --- | --- | --- |
| 1 | [Claude Fable 5](https://benchize.com/models/claude-fable-5-max.md)Max | 90.5% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 90.5 \| percent \| reported \| Higher is better \| ### Configuration Fallback policy unspecified fallbackEnabled true Reasoning effort max runs 3 sourceFallbackLabel with fallback thinkingEnabled true tools ["python"] toolsEnabled true Fallback is enabled for refusals; this does not mean every task used a fallback model. ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label Claude Fable 5 (max, with fallback) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/29/scores/1` |  |  |  |
| 2 | [GPT-5.6 Sol](https://benchize.com/models/gpt-5-6-sol-max.md)Max | 88.9% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 88.9 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort max runs 3 thinkingEnabled true tools ["python"] toolsEnabled true ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label GPT 5.6 Sol (max) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/29/scores/2` |  |  |  |
| 3 | [Kimi K3](https://benchize.com/models/kimi-k3-max.md)Max | 85.7% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 85.7 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort max runs 3 Temperature 1 thinkingEnabled true tools ["python"] toolsEnabled true topP 1 ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label Kimi K3 (max) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/29/scores/0` |  |  |  |
| 4 | [GPT-5.5](https://benchize.com/models/gpt-5-5-xhigh.md)Extra high | 83.6% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 83.6 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort xhigh runs 3 thinkingEnabled true tools ["python"] toolsEnabled true ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label GPT 5.5 (xhigh) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/29/scores/4` |  |  |  |
| 5 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8-max.md)Max | 81.2% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 81.2 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort max runs 3 thinkingEnabled true tools ["python"] toolsEnabled true ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label Claude Opus 4.8 (max) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/29/scores/3` |  |  |  |

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Cite as: BabyVision w/ python — Benchize, https://benchize.com/benchmarks/babyvision-python (retrieved 2026-10-21)