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Qwen3.8-27B on UCF101-AD

About UCF101-ADHow this is measured

45.5%Rank #5 of 9 on UCF101-AD
1,921 of 4,224 questions answered correctly.
Coverage
Full (4224/4224)
Cost per task
—
Median latency
5.9s
Tokens per task
1,054 in · 696 out

Run setting: 1 fps.

Tokens and latency

Tokens per call

Token typeMeanMedian90th pct.
Input1,0549101,303
of which cached000
Output6962751,637

Over 4,224 calls that returned an answer, including questions asked again after a failed attempt.

Latency

Median
5.9s
Mean
14.5s
90th percentile
33.6s
99th percentile
127.3s

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