AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

TVBench

TVBench is a temporal video understanding benchmark evaluating reasoning over actions, events, and temporal dynamics in videos.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
multimodal

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 3

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

ModelValueUnitProtocolReported date and basisSource
Seed 2.1 Pro0.805Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Qwen3.7-Plus0.782Not recordedNot recorded2026-05-31 · model_announcementLLM Stats
Seed 2.1 Turbo0.772Not recordedNot recorded2026-06-24 · model_announcementLLM Stats