BlogLLM Benchmark Scores as Published, Side by Side
BabyVision: Results as Published
Every result the catalog holds for BabyVision: 37 models from 11 developers, read from 11 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Multimodal UnderstandingMaintainer UniPat AIIntroduced 2026Data version 2026103001, as of 2026-10-30
BabyVision tests core visual abilities that do not depend on language: basic visual tasks that young children solve, grouped into four categories (fine-grained discrimination, visual tracking, spatial perception and visual pattern recognition) across 388 items in 22 subclasses. Scores are accuracy against human baselines; the paper reports the best model at 49.7 against an adult average of 94.1.
BabyVision (with tools)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 AstraOpenAI, released 2026-09-03 | 96.6% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python; Fallback: with fallback |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 88.9% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 3 more pages | Tools: enabled; exact tools in source |
| GPT-5.5OpenAI, released 2026-04-23 | 83.6% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15 | Effort: xhigh; Tools: enabled; Python |
| GPT-5.4OpenAI, released 2026-03-05 | 80.2% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Effort: xhigh; Tools: python |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 97.7% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python; Fallback: with fallback |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 95.1% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python; Fallback: with fallback |
| Claude Opus 5Anthropic, released 2026-07-24 | 94.1% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pages | Tools: enabled; exact tools in source |
| Claude Fable 5Anthropic, released 2026-06-09 | 90.5% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15 | Effort: max; Tools: enabled; Python; Fallback: w/ fallback |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 81.2% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15 | Effort: max; Tools: enabled; Python |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 38.4% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Effort: max; Tools: python |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 68.3% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Effort: high; Tools: python |
| Muse Spark OpenMeta, released 2026-10-15 | 80.2% | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: xhigh; Tools: with tools |
| DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-17 | 92.5% | DeepSeek, DeepSeek-V4.1-Flash-1017 model cardchecked 2026-10-18; printed on 2 more pages | Tools: enabled; exact tools in source |
| DeepSeek-V4.1-FlashDeepSeek, released 2026-09-10 | 89.6% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pages | Effort: max; Harness: Claude Code; Tools: enabled; exact tools in source; Context: 512k |
| Qwen3.7-PlusAlibaba, released 2026-06-01 | 70.4% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Tools: enabled; code interpreter |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 40.2% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | Tools: enabled; code interpreter |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 44.6% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | Tools: enabled; code interpreter |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 38.4% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | Tools: enabled; code interpreter |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 52.3% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | Tools: enabled; code interpreter |
| Qwen3.8-27BAlibaba | 85.6% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Tools: enabled; code interpreter |
| Kimi K3.1 ProMoonshot AI, released 2026-10-23 | 95.4% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python |
| Kimi K3Moonshot AI, released 2026-07-16 | 85.7% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 4 more pages | Effort: max; Tools: enabled; Python |
| Kimi K2.6Moonshot AI, released 2026-04-20 | 68.5% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Tools: python |
| Kimi K2.5Moonshot AI, released 2026-01-27 | 40.5% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Tools: python |
| MiniMax-M3.1-FlashMiniMax, released 2026-10-19 | 91% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Harness: Claude Code 2.1.285; Tools: enabled |
| InklingThinking Machines, released 2026-07-14 | 34.2% | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: xhigh; Tools: with tools |
BabyVision (no tools)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.4OpenAI, released 2026-03-05 | 49.7% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Effort: xhigh; Tools: none |
| GPT-5.2OpenAI, released 2025-12-11 | 34.4% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| GPT-5 miniOpenAI, released 2025-08-07 | 20.9% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 12.6% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | Effort: max; Tools: none |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 14.2% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 18.6% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 51.6% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Effort: high; Tools: none |
| Gemini 3 ProGoogle, released 2025-11-18 | 49.7% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| Qwen3.7-PlusAlibaba, released 2026-06-01 | 64.7% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Tools: none |
| Qwen3.6-27BAlibaba, released 2026-04-22 | 28.9% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Tools: none |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 34.5% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | Tools: none |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 34.8% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | Tools: none |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 29.6% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | Tools: none |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 43.3% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | Tools: none |
| Qwen3-VL-235B-A22BAlibaba, released 2025-09-23 | 22.2% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.8-27BAlibaba | 65.7% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Tools: none |
| Qwen3.8-Flash-NextAlibaba | 46.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Kimi K2.6Moonshot AI, released 2026-04-20 | 39.8% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Tools: none |
| Kimi K2.5Moonshot AI, released 2026-01-27 | 36.5% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15; printed on 1 more page | Tools: none |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 39.1% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 29.6% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Inkling-SmallThinking Machines | 24.7% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.