llmboard.aiAI model intelligence
Home

Model Rankings

OverallOpen ModelsAgentCodingReasoningMathKnowledgeInstruction FollowingTextVision
Image GenerationImage Editing
Video GenerationImage to VideoVideo Editing
Text to SpeechSpeech to Text
Embeddings

Efficiency

Chat Token PricingImage PricingVideo PricingAudio Pricing
Chat Speed & LatencyProvider Reliability

Benchmarks

GPQAMMLU-ProAIME 2025SWE-Bench VerifiedMMLUHumanity's Last ExamLiveCodeBenchMATHHumanEvalMMMU-Pro
All Benchmarks

Tools

Model DirectoryCompare Models

Scoring & Data

Scoring & Data
393 models668 benchmarks

Leaderboard Center

Overall RankingCodingCore BenchmarksPrice & ValueRuntime Performance

Modalities

All ModelsImage GenerationImage EditingVideo GenerationImage-to-VideoVideo EditingText-to-SpeechSpeech-to-TextEmbeddings

Data & Methods

Scoring MethodAll BenchmarksReasoningMath

Vendors

All VendorsOpenAIAnthropicGoogle
llmboard.aiCopyright 2026 llmboard.ai

multimodal benchmark

MMBench-Video Leaderboard

A long-form multi-shot benchmark for holistic video understanding that incorporates approximately 600 web videos from YouTube spanning 16 major categories, with each video ranging from 30 seconds to 6 minutes. Includes roughly 2,000 original question-answer pairs covering 26 fine-grained capabilities.

Updated Aug 17, 2026

Models3
Model coverage3
MetricScore
EvidenceB

On this page

  • Ranking
  • Highlights
  • Distribution
  • Top models
  • About
  • FAQ

MMBench-Video Ranking

Higher score ranks better on this benchmark.

3 rows
Columns

Show columns

Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelACQwen2.5 VL 72B InstructAlibaba Cloud / Qwen TeamScore2.0%Percentile100.0%Participants3EvidenceCEvaluatedAug 17, 2026
Rank02ModelACQwen2.5 VL 32B InstructAlibaba Cloud / Qwen TeamScore1.9%Percentile50.0%Participants3EvidenceCEvaluatedAug 17, 2026
Rank03ModelACQwen2.5 VL 7B InstructAlibaba Cloud / Qwen TeamScore1.8%Percentile0.0%Participants3EvidenceCEvaluatedAug 17, 2026

MMBench-Video Highlights

The leading models and scores on this benchmark.

Rank #1Qwen2.5 VL 72B Instruct2.0%Rank #2Qwen2.5 VL 32B Instruct1.9%Rank #3Qwen2.5 VL 7B Instruct1.8%

MMBench-Video Score Distribution

A closer view of the leading scores on this benchmark.

MMBench-Video

The Top AI Models for MMBench-Video

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

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

  1. 01
    AC
    Qwen2.5 VL 72B InstructAlibaba Cloud / Qwen Team
    Score
    2.0%

    Strengths

    • Ranks #1 of 3 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MMBench-Video, not total model capability
  2. 02
    AC
    Qwen2.5 VL 32B InstructAlibaba Cloud / Qwen Team
    Score
    1.9%

    Strengths

    • Ranks #2 of 3 compared models
    • 50th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MMBench-Video, not total model capability
  3. 03
    AC
    Qwen2.5 VL 7B InstructAlibaba Cloud / Qwen Team
    Score
    1.8%
    Price
    $0.35 input / $1.1 output per 1M tokens

    Strengths

    • Ranks #3 of 3 compared models
    • 0th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MMBench-Video, not total model capability

Selection summary

Best AI Models for MMBench-Video

Qwen2.5 VL 72B Instruct currently leads MMBench-Video with 2.0%. 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.

Benchmark rank #1Qwen2.5 VL 72B Instruct2.0%Benchmark rank #2Qwen2.5 VL 32B Instruct1.9%Benchmark rank #3Qwen2.5 VL 7B Instruct1.8% · $0.35 input / $1.1 output per 1M tokens

What is MMBench-Video?

What MMBench-Video measures and how its scores work.

A long-form multi-shot benchmark for holistic video understanding that incorporates approximately 600 web videos from YouTube spanning 16 major categories, with each video ranging from 30 seconds to 6 minutes. Includes roughly 2,000 original question-answer pairs covering 26 fine-grained capabilities.

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

Family
MMBench-Video
Modality
multimodal
Primary category
multimodal
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
mmbench-video|llm-stats-current

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

FAQ

Common questions about MMBench-Video.

Which model scores highest on MMBench-Video?

Qwen2.5 VL 72B Instruct is currently ranked first with 2.0%.

What does MMBench-Video measure?

A long-form multi-shot benchmark for holistic video understanding that incorporates approximately 600 web videos from YouTube spanning 16 major categories, with each video ranging from 30 seconds to 6 minutes. Includes roughly 2,000 original question-answer pairs covering 26 fine-grained capabilities.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

3 model results are currently shown.

Does this benchmark affect the overall score?

Yes. This benchmark can contribute to the current LLMBoard capability score.