Vinoground: Scrutinizing LMMs over Dense Temporal Reasoning with Short Videos
Paper • 2410.02763 • Published • 7
video video | major stringclasses 3
values |
|---|---|
action | |
action | |
action | |
action | |
viewpoint | |
viewpoint | |
action | |
action | |
action | |
action | |
viewpoint | |
viewpoint | |
action | |
action | |
action | |
action | |
object | |
object | |
object | |
object | |
object | |
object | |
action | |
action | |
action | |
action | |
viewpoint | |
viewpoint | |
action | |
action | |
action | |
action | |
action | |
action | |
object | |
object | |
object | |
object | |
object | |
object | |
object | |
object | |
action | |
action | |
object | |
object | |
action | |
action | |
action | |
action | |
action | |
action | |
object | |
object | |
object | |
object | |
action | |
action | |
viewpoint | |
viewpoint | |
action | |
action | |
action | |
action | |
action | |
action | |
viewpoint | |
viewpoint | |
action | |
action | |
object | |
object | |
object | |
object | |
viewpoint | |
viewpoint | |
viewpoint | |
viewpoint | |
action | |
action | |
object | |
object | |
object | |
object | |
viewpoint | |
viewpoint | |
action | |
action | |
action | |
action | |
object | |
object | |
action | |
action | |
object | |
object | |
object | |
object | |
action | |
action |
Video pair classification dataset from Vinoground (Zhang et al., 2024).
Each row contains a video clip and its major category (action/viewpoint/object). The MTEB task generates same-category (positive) and different-category (negative) pairs to test whether embeddings capture temporal/compositional differences.
Source: HanSolo9682/Vinoground — 500 counterfactual pairs, 1000 individual clips.