AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

QVHighlights

QVHighlights is a video moment retrieval benchmark for detecting moments and highlights in videos via natural language queries. Given a query, the model must localize the start and end times of relevant moments in the video, evaluated using metrics such as Recall@1 at a 0.5 IoU threshold.

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
Nova 2 Lite0.772Not recordedNot recorded2025-12-02 · model_announcementLLM Stats
Nova 2 Omni0.767Not recordedNot recorded2025-12-02 · model_announcementLLM Stats
Nova 2 Pro0.767Not recordedNot recorded2025-12-02 · model_announcementLLM Stats