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multimodal benchmark

BabyVision Leaderboard

BabyVision is a multimodal benchmark for early-stage visual reasoning and perception on child-like vision tasks.

Updated Sep 5, 2026

Models11
Model coverage11
MetricScore
EvidenceB

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BabyVision Ranking

Higher score ranks better on this benchmark.

11 rows
Columns

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Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelMAKimi K3Moonshot AIScore85.70%Percentile100.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank02ModelACQwen3.8-27BAlibaba Cloud / Qwen TeamScore85.60%Percentile90.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank03ModelMEMuse Spark 1.1MetaScore76.30%Percentile80.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank04ModelBYSeed 2.1 ProByteDanceScore73.70%Percentile70.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank05ModelACQwen3.7-PlusAlibaba Cloud / Qwen TeamScore70.40%Percentile60.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank06ModelMAKimi K2.6Moonshot AIScore68.50%Percentile50.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank07ModelBYSeed 2.1 TurboByteDanceScore62.90%Percentile40.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank08ModelZAGLM-5.3-FlashZhipu AIScore53.40%Percentile30.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank09ModelACQwen3.5-27BAlibaba Cloud / Qwen TeamScore44.60%Percentile20.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank10ModelACQwen3.5-122B-A10BAlibaba Cloud / Qwen TeamScore40.20%Percentile10.00%Participants11EvidenceCEvaluatedSep 8, 2026
Rank11ModelACQwen3.5-35B-A3BAlibaba Cloud / Qwen TeamScore38.40%Percentile0.00%Participants11EvidenceCEvaluatedSep 8, 2026

BabyVision Highlights

The leading models and scores on this benchmark.

BabyVision Score Distribution

A closer view of the leading scores on this benchmark.

BabyVision

The Top AI Models for BabyVision

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

What is BabyVision?

What BabyVision measures and how its scores work.

BabyVision is a multimodal benchmark for child-like vision tasks.

It measures early-stage visual reasoning and perception using the Score metric, reported as a ratio.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
BabyVision
Modality
multimodal
Primary category
multimodal
Score direction
higher
LLMBoard eligible
No
Evaluation key
overall

LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about BabyVision.

Which model scores highest on BabyVision?

Kimi K3 is currently ranked first with 85.70%.

What are the top three models on BabyVision?

The current leaders are Kimi K3 (85.70%), Qwen3.8-27B (85.60%), and Muse Spark 1.1 (76.30%).

Which BabyVision model has the lowest official input price?

GLM-5.3-Flash has the lowest matched official input price at $0.08 input / $0.25 output per 1M tokens.

Which models are fastest among BabyVision results?

The fastest matched records are GLM-5.3-Flash (74.28 tok/s via FriendliAI), Muse Spark 1.1 (14.00 tok/s via Meta Model API), and Kimi K2.6 (1.24 tok/s via Moonshot AI).

Does the highest score result prove overall model quality?

No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.

What does BabyVision measure?

It measures early-stage visual reasoning and perception using the Score metric, reported as a ratio.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

11 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Rank #1Kimi K385.70%
Rank #2Qwen3.8-27B85.60%
Rank #3Muse Spark 1.176.30%
Rank #4Seed 2.1 Pro73.70%

Ranking basisThis babyvision AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    MA
    Kimi K3Moonshot AI
    Score
    85.70%
    Price
    $3.0 input / $15 output per 1M tokens

    Strengths

    • Ranks #1 of 11 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures BabyVision, not total model capability
  2. 02
    AC
    Qwen3.8-27BAlibaba Cloud / Qwen Team
    Score
    85.60%

    Strengths

    • Ranks #2 of 11 compared models
    • 90th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures BabyVision, not total model capability
  3. 03
    ME
    Meta
    Score
    76.30%
    Price
    $1.3 input / $4.3 output per 1M tokens
    Speed
    Up to 14.00 tok/s via Meta Model API

    Strengths

    • Ranks #3 of 11 compared models
    • 80th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures BabyVision, not total model capability
  4. 04
    BY
    ByteDance
    Score
    73.70%

    Strengths

    • Ranks #4 of 11 compared models
    • 70th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures BabyVision, not total model capability
  5. 05
    AC
    Alibaba Cloud / Qwen Team
    Score
    70.40%
    Price
    $0.50 input / $3.0 output per 1M tokens

    Strengths

    • Ranks #5 of 11 compared models
    • 60th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures BabyVision, not total model capability

Selection summary

Best AI Models for BabyVision

Kimi K3 currently leads BabyVision with 85.70%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Muse Spark 1.1
Seed 2.1 Pro
Qwen3.7-Plus
Benchmark rank #1Kimi K385.70% · $3.0 input / $15 output per 1M tokens
Benchmark rank #2Qwen3.8-27B85.60%
Benchmark rank #3Muse Spark 1.176.30% · $1.3 input / $4.3 output per 1M tokens