language benchmark
VATEX is a multilingual video-and-language dataset containing over 41,250 videos, 825,000 captions in English and Chinese, and over 206,000 English-Chinese parallel translation pairs.
Updated Sep 5, 2026
Higher score ranks better on this benchmark.
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAM | Score77.80% | Percentile100.00% | Participants2 | EvidenceC | Evaluated |
| Rank02 | ModelAM | Score77.80% | Percentile0.00% | Participants2 | EvidenceC | Evaluated |
The leading models and scores on this benchmark.
A closer view of the leading scores on this benchmark.
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What VATEX measures and how its scores work.
VATEX is a large-scale dataset for video-and-language research that supports multilingual video captioning and video-guided machine translation tasks.
VATEX reports a Score metric as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
Common questions about VATEX.
Nova Lite is currently ranked first with 77.80%.
The current leaders are Nova Lite (77.80%) and Nova Pro (77.80%).
Nova Lite has the lowest matched official input price at $0.06 input / $0.24 output per 1M tokens.
No matched runtime record is currently available.
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.
VATEX reports a Score metric as a ratio.
Yes. Higher values rank better for this benchmark.
2 model results are currently shown.
No. This benchmark is shown for reference but does not contribute to the overall score.
Ranking basisThis vatex AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
Selection summary
Nova Lite currently leads VATEX with 77.80%. 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.