feat: add COVER and WM-aBench video understanding benchmarks#1273
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feat: add COVER and WM-aBench video understanding benchmarks#1273
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Add two video understanding benchmarks: - COVER: Counterfactual Video Reasoning (ACL Findings 2025) - tests causal understanding in videos via counterfactual question generation - WM-aBench: World Models aBench with 36+ task variants covering spatial reasoning, motion understanding, object interactions, physical properties, temporal reasoning, and visual attributes
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Summary
Benchmarks
COVER
Tests causal understanding in videos via counterfactual question generation. Includes
generate_qa.pyfor automatic QA pair generation from video annotations.WM-aBench
Evaluates world model capabilities across multiple dimensions:
Uses ManISkill, TDW, Physion, Habitat, and CARLA simulation environments.
Test plan
lmms-eval --tasks list | grep -E "cover|wm_abench"