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)

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-0396.6%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Tools: python; Fallback: with fallback
GPT-5.6 SolOpenAI, released 2026-07-0988.9%DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 3 more pagesTools: enabled; exact tools in source
GPT-5.5OpenAI, released 2026-04-2383.6%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: xhigh; Tools: enabled; Python
GPT-5.4OpenAI, released 2026-03-0580.2%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Effort: xhigh; Tools: python
Claude Opus 5.5Anthropic, released 2026-09-2297.7%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Tools: python; Fallback: with fallback
Claude Fable 5.1Anthropic, released 2026-09-0195.1%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Tools: python; Fallback: with fallback
Claude Opus 5Anthropic, released 2026-07-2494.1%DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pagesTools: enabled; exact tools in source
Claude Fable 5Anthropic, released 2026-06-0990.5%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max; Tools: enabled; Python; Fallback: w/ fallback
Claude Opus 4.8Anthropic, released 2026-05-2881.2%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max; Tools: enabled; Python
Claude Opus 4.6Anthropic, released 2026-02-0538.4%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Effort: max; Tools: python
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1968.3%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Effort: high; Tools: python
Muse Spark OpenMeta, released 2026-10-1580.2%Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19Effort: xhigh; Tools: with tools
DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-1792.5%DeepSeek, DeepSeek-V4.1-Flash-1017 model cardchecked 2026-10-18; printed on 2 more pagesTools: enabled; exact tools in source
DeepSeek-V4.1-FlashDeepSeek, released 2026-09-1089.6%DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pagesEffort: max; Harness: Claude Code; Tools: enabled; exact tools in source; Context: 512k
Qwen3.7-PlusAlibaba, released 2026-06-0170.4%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: enabled; code interpreter
Qwen3.5-122B-A10BAlibaba, released 2026-02-2440.2%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: enabled; code interpreter
Qwen3.5-27BAlibaba, released 2026-02-2444.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: enabled; code interpreter
Qwen3.5-35B-A3BAlibaba, released 2026-02-2438.4%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: enabled; code interpreter
Qwen3.5-397B-A17BAlibaba, released 2026-02-1652.3%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; code interpreter
Qwen3.8-27BAlibaba85.6%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: enabled; code interpreter
Kimi K3.1 ProMoonshot AI, released 2026-10-2395.4%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Tools: python
Kimi K3Moonshot AI, released 2026-07-1685.7%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 4 more pagesEffort: max; Tools: enabled; Python
Kimi K2.6Moonshot AI, released 2026-04-2068.5%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Tools: python
Kimi K2.5Moonshot AI, released 2026-01-2740.5%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Tools: python
MiniMax-M3.1-FlashMiniMax, released 2026-10-1991%MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25Harness: Claude Code 2.1.285; Tools: enabled
InklingThinking Machines, released 2026-07-1434.2%Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19Effort: xhigh; Tools: with tools

BabyVision (no tools)

ModelValuePrinted bySetup as printed
GPT-5.4OpenAI, released 2026-03-0549.7%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Effort: xhigh; Tools: none
GPT-5.2OpenAI, released 2025-12-1134.4%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15-
GPT-5 miniOpenAI, released 2025-08-0720.9%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Claude Opus 4.6Anthropic, released 2026-02-0512.6%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Tools: none
Claude Opus 4.5Anthropic, released 2025-11-2414.2%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15-
Claude Sonnet 4.5Anthropic, released 2025-09-2918.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1951.6%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Effort: high; Tools: none
Gemini 3 ProGoogle, released 2025-11-1849.7%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15-
Qwen3.7-PlusAlibaba, released 2026-06-0164.7%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: none
Qwen3.6-27BAlibaba, released 2026-04-2228.9%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: none
Qwen3.5-122B-A10BAlibaba, released 2026-02-2434.5%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more pageTools: none
Qwen3.5-27BAlibaba, released 2026-02-2434.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: none
Qwen3.5-35B-A3BAlibaba, released 2026-02-2429.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: none
Qwen3.5-397B-A17BAlibaba, released 2026-02-1643.3%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: none
Qwen3-VL-235B-A22BAlibaba, released 2025-09-2322.2%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
Qwen3.8-27BAlibaba65.7%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: none
Qwen3.8-Flash-NextAlibaba46.8%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Kimi K2.6Moonshot AI, released 2026-04-2039.8%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Tools: none
Kimi K2.5Moonshot AI, released 2026-01-2736.5%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15; printed on 1 more pageTools: none
GLM-5.3-FlashZ.ai, released 2026-08-2639.1%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-1529.6%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Inkling-SmallThinking Machines24.7%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.