BabyVision

We show this table for reference; we do not rank on it.

Data verified September 27, 202634 confirmed releases in the last 30 daysFollow model changes

A multimodal benchmark for fine-grained visual perception and grounded reasoning tasks.

Benchmark score on BabyVision — September 27, 2026

We compile the BabyVision rows from provider self-reports. Qwen3.8 Max leads the table at 82.0%, followed by Muse Spark 1.1 (76.3%) and Seed 2.1 Pro (73.7%). We do not use these results to rank models overall.

1Open weights

Qwen3.8 Max

Alibaba

82.0%

Overall 71.8Context 1M

2Proprietary

Muse Spark 1.1

Benchmark score table (7 models)

Score

Qwen3.8 MaxAlibaba · Open weight

82.0%

Muse Spark 1.1Meta · Closed

76.3%

Seed 2.1 ProByteDance · Closed

73.7%

Qwen3.8-27BAlibaba · Open weight

65.7%

Seed 2.1 TurboByteDance · Closed

62.9%

GLM-5.3-FlashZ.AI · Open weight

53.4%

dots3-note PreviewDots Studio · Open weight

50.0%

Among the reported BabyVision rows, Qwen3.8 Max is first at 82.0%. The third row is 8.3 points behind. The broader top-10 range is 32.0 points, so the table still separates the published systems.

7 models have been evaluated on BabyVision. The benchmark falls in the Multimodal & Grounded category. BabyVision is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About BabyVision

Year

2026

Tasks

Visual perception tasks

Format

Multimodal visual reasoning

Difficulty

Fine-grained visual perception

BenchLM tracks BabyVision as a display-only multimodal perception benchmark when providers publish exact comparison values. It complements chart-heavy benchmarks such as CharXiv by emphasizing grounded visual understanding.

Muse Spark 1.1 Evaluation Report

Freshness and provenance

Version

BabyVision 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

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 measure?

A multimodal benchmark for fine-grained visual perception and grounded reasoning tasks.

Which model scores highest on BabyVision?

Qwen3.8 Max by Alibaba currently leads with a score of 82.0% on BabyVision.

How many models are evaluated on BabyVision?

7 AI models have been evaluated on BabyVision on BenchLM.

Compare top models on BabyVision

Qwen3.8 Max vs Muse Spark 1.1 Muse Spark 1.1 vs Seed 2.1 Pro Seed 2.1 Pro vs Qwen3.8-27B Qwen3.8-27B vs Seed 2.1 Turbo

Last updated: September 27, 2026 · BenchLM version BabyVision 2026

Know when it’s worth switching models

The model to choose, the cheaper alternative, and the release we would wait on.

Read a sample issue

Join 2,000+ readers.

One email each week. Unsubscribe anytime.