AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Model reports

MMVU

Video understanding benchmark. For non-video-native models, uses 1 fps frame extraction. Scores depend on frame sampling strategy and context length.

Evaluation context and evidence

Source
Model reports
Publisher
Not recorded
Benchmark release
2025-06-01
Collected
Not recorded
Modality
Not recorded

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 1

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
GLM-5.3-Flash80.5percenttemp 1.0, top_p 0.95, max context 256K, 1 fps frame-extraction for non-video-native models2026-08-27 · document_publicationGLM-5.3-Flash