The paper evaluates Qwen2-VL (7B) on E.T.Bench and reports that it scores 0.0 on three tasks: dense video captioning (DVC), dense video captioning with salient score (DVC SLC), and temporal event matching (TEM). This suggests Qwen2-VL is unable to produce valid outputs for these specific event-level video understanding tasks, likely due to format or capability limitations.
Evidence
correlational
Key metric
E.T.Bench: DVC 0.0, DVC SLC 0.0, TEM 0.0; other tasks: RAR 39.4, ECA 34.8, RVQ 42.2, TVG 3.9, EPM 0.1, TAL 0.3, EVS 0.4, VHD 20.6, GVQ 6.6, SLC 55.9
Caveat
The paper does not explain why Qwen2-VL scores 0.0 on these tasks; it may be a format incompatibility rather than a reasoning failure.