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Nemotron 3 Nano Omni 30B-A3B on Video-MME v2

About Video-MME v2How this is measured

35.0%Rank #8 of 9 on Video-MME v2
Over 3,200 questions.
Coverage
Full (3200/3200)
Cost per task
—
Median latency
40.2s
Tokens per task
78,696 in · 8,466 out

Run setting: 1 fps, 727-frame cap (254 videos thinned).

Tokens and latency

Tokens per call

Token typeMeanMedian90th pct.
Input78,69680,677104,887
of which cached000
Output8,4665,20517,411

Over 3,344 calls that returned an answer, including questions asked again after a failed attempt.

Latency

Median
40.2s
Mean
61.8s
90th percentile
129.4s
99th percentile
143.6s

We only consider the first question against a video for self hosted models, ignoring prefix caching latency.