multimodal benchmark
TVBench Leaderboard
TVBench is a temporal video understanding benchmark evaluating reasoning over actions, events, and temporal dynamics in videos.
Updated Aug 17, 2026
Models3
Model coverage3
MetricScore
EvidenceB
TVBench Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score80.5% | Percentile100.0% | Participants3 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score78.2% | Percentile50.0% | Participants3 | EvidenceC | Evaluated |
| Rank03 | ModelBY | Score77.2% | Percentile0.0% | Participants3 | EvidenceC | Evaluated |
TVBench Highlights
The leading models and scores on this benchmark.
TVBench Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for TVBench
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis tvbench 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.
- 01BYSeed 2.1 ProByteDance
- Score
- 80.5%
Strengths
- Ranks #1 of 3 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures TVBench, not total model capability
- 02ACQwen3.7-PlusAlibaba Cloud / Qwen Team
- Score
- 78.2%
- Price
- $0.50 input / $3.0 output per 1M tokens
Strengths
- Ranks #2 of 3 compared models
- 50th percentile on this benchmark
- C evidence result
Considerations
- This result measures TVBench, not total model capability
- 03BYSeed 2.1 TurboByteDance
- Score
- 77.2%
Strengths
- Ranks #3 of 3 compared models
- 0th percentile on this benchmark
- C evidence result
Considerations
- This result measures TVBench, not total model capability
Selection summary
Best AI Models for TVBench
Seed 2.1 Pro currently leads TVBench with 80.5%. 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.
What is TVBench?
What TVBench measures and how its scores work.
TVBench is a temporal video understanding benchmark evaluating reasoning over actions, events, and temporal dynamics in videos.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- TVBench
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- tvbench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about TVBench.
Which model scores highest on TVBench?
Seed 2.1 Pro is currently ranked first with 80.5%.
What does TVBench measure?
TVBench is a temporal video understanding benchmark evaluating reasoning over actions, events, and temporal dynamics in videos.
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.