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Qwen3.8-Max on NExT-QA

About NExT-QAHow this is measured

87.6%Rank #4 of 9 on NExT-QA
4,375 of 4,996 questions answered correctly.
Coverage
98.58% (4925/4996)
Cost per task
$0.0232
Median latency
18.2s
Tokens per task
5,372 in · 2,083 out

Run setting: 1 fps native video.

Tokens and latency

Tokens per call

Token typeMeanMedian90th pct.
Input5,3723,99010,407
of which cached4,5123,45610,240
of which frames or video5,2813,88810,300
Output2,0836086,453

Over 6,168 calls that returned an answer, including questions asked again after a failed attempt.

Latency

Median
18.2s
Mean
49.7s
90th percentile
143.1s
99th percentile
251.0s

Per call, end to end including file upload and processing.