TVBench
Progress Over Time
Interactive timeline showing model performance evolution on TVBench
State-of-the-art frontier
Open
Proprietary
TVBench Leaderboard
3 models
| Context | Cost | License | ||||
|---|---|---|---|---|---|---|
| 1 |  ByteDance | — | — | — | ||
| 2 |  Alibaba Cloud / Qwen Team | — | 1.0M | $0.32 / $1.28 | ||
| 3 | ByteDance | — | — | — |
Notice missing or incorrect data?
What is TVBench?
TVBench is a temporal video understanding benchmark evaluating reasoning over actions, events, and temporal dynamics in videos.
TVBench is a multimodal benchmark evaluating models on multimodal and vision tasks. LLM Stats tracks 3 models on this benchmark, scored on a 0–1 scale. The current average is 0.8, with the leader at 0.8.
Compare leaders on the best AI for multimodal and best AI for vision leaderboards.
Current leaders
Seed 2.1 Pro from ByteDance currently leads the TVBench leaderboard with a score of 0.805 across 3 evaluated AI models.
FAQ
Common questions about the TVBench benchmark and leaderboard.