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multimodal benchmark

LVBench

LVBench is an extreme long video understanding benchmark designed to evaluate multimodal models on videos up to two hours in duration. It contains 6 major categories and 21 subcategories, with videos averaging five times longer than existing datasets. The benchmark addresses applications requiring comprehension of extremely long videos.

Updated Aug 7, 2026

Published models24
Registry coverage24
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

LVBench leaderboard

Sorted by the source-provided rank. Higher score is better according to the registry.

24 rows
Columns

Show columns

1ACQwen3.8 MaxAlibaba Cloud / Qwen Team81.8%100.0%24CAug 7, 2026
2BYSeed 2.1 ProByteDance78.0%95.7%24CAug 7, 2026
3BYSeed 2.1 TurboByteDance76.8%91.3%24CAug 7, 2026
4ACQwen3.7-PlusAlibaba Cloud / Qwen Team76.2%87.0%24CAug 7, 2026
5MAKimi K2.5Moonshot AI75.9%82.6%24CAug 7, 2026
6ACQwen3.5-122B-A10BAlibaba Cloud / Qwen Team74.4%78.3%24CAug 7, 2026
7ACQwen3.5-27BAlibaba Cloud / Qwen Team73.6%73.9%24CAug 7, 2026
8ACQwen3.5-35B-A3BAlibaba Cloud / Qwen Team71.4%69.6%24CAug 7, 2026
9ACQwen3.6-35B-A3BAlibaba Cloud / Qwen Team71.4%65.2%24CAug 7, 2026
10ACQwen3 VL 235B A22B InstructAlibaba Cloud / Qwen Team67.7%60.9%24CAug 7, 2026
11ACQwen3 VL 32B InstructAlibaba Cloud / Qwen Team63.8%56.5%24CAug 7, 2026
12ACQwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen Team63.6%52.2%24CAug 7, 2026
13ACQwen3 VL 32B ThinkingAlibaba Cloud / Qwen Team62.6%47.8%24CAug 7, 2026
14ACQwen3 VL 30B A3B InstructAlibaba Cloud / Qwen Team62.5%43.5%24CAug 7, 2026
15ACQwen3 VL 30B A3B ThinkingAlibaba Cloud / Qwen Team59.2%39.1%24CAug 7, 2026
16ACQwen3 VL 8B InstructAlibaba Cloud / Qwen Team58.0%34.8%24CAug 7, 2026
17ACQwen3 VL 4B InstructAlibaba Cloud / Qwen Team56.2%30.4%24CAug 7, 2026
18ACQwen3 VL 8B ThinkingAlibaba Cloud / Qwen Team55.8%26.1%24CAug 7, 2026
19ACQwen3 VL 4B ThinkingAlibaba Cloud / Qwen Team53.5%21.7%24CAug 7, 2026
20ACQwen2.5 VL 32B InstructAlibaba Cloud / Qwen Team49.0%17.4%24CAug 7, 2026
21ACQwen2.5 VL 72B InstructAlibaba Cloud / Qwen Team47.3%13.0%24CAug 7, 2026
22ACQwen2.5 VL 7B InstructAlibaba Cloud / Qwen Team45.3%8.7%24CAug 7, 2026
23AMNova ProAmazon41.6%4.3%24CAug 7, 2026
24AMNova LiteAmazon40.4%0.0%24CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

LVBench

LVBench highlights

The top published results on this benchmark's own scale.

Rank #1Qwen3.8 Max81.8%Rank #2Seed 2.1 Pro78.0%Rank #3Seed 2.1 Turbo76.8%Rank #4Qwen3.7-Plus76.2%

What is LVBench?

Definition and scoring fields from the benchmark registry.

LVBench is an extreme long video understanding benchmark designed to evaluate multimodal models on videos up to two hours in duration. It contains 6 major categories and 21 subcategories, with videos averaging five times longer than existing datasets. The benchmark addresses applications requiring comprehension of extremely long videos.

Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.

Family
LVBench
Modality
multimodal
Primary category
multimodal
Score direction
higher
LLMBoard eligible
No
Evaluation key
lvbench|llm-stats-current

Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.

FAQ

Common questions about LVBench.

Which model scores highest on LVBench?

Qwen3.8 Max is currently ranked first with 81.8%.

What does LVBench measure?

LVBench is an extreme long video understanding benchmark designed to evaluate multimodal models on videos up to two hours in duration. It contains 6 major categories and 21 subcategories, with videos averaging five times longer than existing datasets. The benchmark addresses applications requiring comprehension of extremely long videos.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

24 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is preserved as source-native evidence but is not eligible for the current overall score.

Rankings

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Image GenerationVideo GenerationSpeech-to-TextEmbeddings

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