Datasets:

wannabegosu
/

Shape_direction

video stringlengths 13 13	question stringclasses 24 values	candidates listlengths 5 5	answer stringlengths 26 35
clip_0000.mp4	What direction is the cyan cube moving in the video?	[ "The cyan cube is stationary.", "The cyan cube is moving right.", "The cyan cube is moving left.", "The cyan cube is moving up.", "The cyan cube is moving down." ]	The cyan cube is moving right.
clip_0000.mp4	What direction is the yellow sphere moving in the video?	[ "The yellow sphere is stationary.", "The yellow sphere is moving right.", "The yellow sphere is moving left.", "The yellow sphere is moving up.", "The yellow sphere is moving down." ]	The yellow sphere is moving down.
clip_0000.mp4	What direction is the red cone moving in the video?	[ "The red cone is stationary.", "The red cone is moving right.", "The red cone is moving left.", "The red cone is moving up.", "The red cone is moving down." ]	The red cone is moving left.
clip_0001.mp4	What direction is the blue cube moving in the video?	[ "The blue cube is stationary.", "The blue cube is moving right.", "The blue cube is moving left.", "The blue cube is moving up.", "The blue cube is moving down." ]	The blue cube is stationary.
clip_0001.mp4	What direction is the green cube moving in the video?	[ "The green cube is stationary.", "The green cube is moving right.", "The green cube is moving left.", "The green cube is moving up.", "The green cube is moving down." ]	The green cube is stationary.
clip_0001.mp4	What direction is the purple cone moving in the video?	[ "The purple cone is stationary.", "The purple cone is moving right.", "The purple cone is moving left.", "The purple cone is moving up.", "The purple cone is moving down." ]	The purple cone is stationary.
clip_0002.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is moving up.
clip_0002.mp4	What direction is the green cone moving in the video?	[ "The green cone is stationary.", "The green cone is moving right.", "The green cone is moving left.", "The green cone is moving up.", "The green cone is moving down." ]	The green cone is stationary.
clip_0002.mp4	What direction is the magenta cube moving in the video?	[ "The magenta cube is stationary.", "The magenta cube is moving right.", "The magenta cube is moving left.", "The magenta cube is moving up.", "The magenta cube is moving down." ]	The magenta cube is stationary.
clip_0003.mp4	What direction is the green sphere moving in the video?	[ "The green sphere is stationary.", "The green sphere is moving right.", "The green sphere is moving left.", "The green sphere is moving up.", "The green sphere is moving down." ]	The green sphere is moving right.
clip_0003.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0003.mp4	What direction is the yellow sphere moving in the video?	[ "The yellow sphere is stationary.", "The yellow sphere is moving right.", "The yellow sphere is moving left.", "The yellow sphere is moving up.", "The yellow sphere is moving down." ]	The yellow sphere is moving right.
clip_0004.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0004.mp4	What direction is the green cube moving in the video?	[ "The green cube is stationary.", "The green cube is moving right.", "The green cube is moving left.", "The green cube is moving up.", "The green cube is moving down." ]	The green cube is moving up.
clip_0004.mp4	What direction is the cyan cone moving in the video?	[ "The cyan cone is stationary.", "The cyan cone is moving right.", "The cyan cone is moving left.", "The cyan cone is moving up.", "The cyan cone is moving down." ]	The cyan cone is moving down.
clip_0005.mp4	What direction is the red cone moving in the video?	[ "The red cone is stationary.", "The red cone is moving right.", "The red cone is moving left.", "The red cone is moving up.", "The red cone is moving down." ]	The red cone is stationary.
clip_0005.mp4	What direction is the purple cube moving in the video?	[ "The purple cube is stationary.", "The purple cube is moving right.", "The purple cube is moving left.", "The purple cube is moving up.", "The purple cube is moving down." ]	The purple cube is stationary.
clip_0005.mp4	What direction is the magenta sphere moving in the video?	[ "The magenta sphere is stationary.", "The magenta sphere is moving right.", "The magenta sphere is moving left.", "The magenta sphere is moving up.", "The magenta sphere is moving down." ]	The magenta sphere is stationary.
clip_0006.mp4	What direction is the green sphere moving in the video?	[ "The green sphere is stationary.", "The green sphere is moving right.", "The green sphere is moving left.", "The green sphere is moving up.", "The green sphere is moving down." ]	The green sphere is moving left.
clip_0006.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0006.mp4	What direction is the orange sphere moving in the video?	[ "The orange sphere is stationary.", "The orange sphere is moving right.", "The orange sphere is moving left.", "The orange sphere is moving up.", "The orange sphere is moving down." ]	The orange sphere is moving right.
clip_0007.mp4	What direction is the yellow cube moving in the video?	[ "The yellow cube is stationary.", "The yellow cube is moving right.", "The yellow cube is moving left.", "The yellow cube is moving up.", "The yellow cube is moving down." ]	The yellow cube is stationary.
clip_0007.mp4	What direction is the cyan cone moving in the video?	[ "The cyan cone is stationary.", "The cyan cone is moving right.", "The cyan cone is moving left.", "The cyan cone is moving up.", "The cyan cone is moving down." ]	The cyan cone is stationary.
clip_0007.mp4	What direction is the magenta cone moving in the video?	[ "The magenta cone is stationary.", "The magenta cone is moving right.", "The magenta cone is moving left.", "The magenta cone is moving up.", "The magenta cone is moving down." ]	The magenta cone is stationary.
clip_0008.mp4	What direction is the magenta sphere moving in the video?	[ "The magenta sphere is stationary.", "The magenta sphere is moving right.", "The magenta sphere is moving left.", "The magenta sphere is moving up.", "The magenta sphere is moving down." ]	The magenta sphere is stationary.
clip_0008.mp4	What direction is the blue sphere moving in the video?	[ "The blue sphere is stationary.", "The blue sphere is moving right.", "The blue sphere is moving left.", "The blue sphere is moving up.", "The blue sphere is moving down." ]	The blue sphere is moving left.
clip_0008.mp4	What direction is the green sphere moving in the video?	[ "The green sphere is stationary.", "The green sphere is moving right.", "The green sphere is moving left.", "The green sphere is moving up.", "The green sphere is moving down." ]	The green sphere is moving up.
clip_0009.mp4	What direction is the cyan cone moving in the video?	[ "The cyan cone is stationary.", "The cyan cone is moving right.", "The cyan cone is moving left.", "The cyan cone is moving up.", "The cyan cone is moving down." ]	The cyan cone is moving up.
clip_0009.mp4	What direction is the magenta sphere moving in the video?	[ "The magenta sphere is stationary.", "The magenta sphere is moving right.", "The magenta sphere is moving left.", "The magenta sphere is moving up.", "The magenta sphere is moving down." ]	The magenta sphere is moving up.
clip_0009.mp4	What direction is the purple cone moving in the video?	[ "The purple cone is stationary.", "The purple cone is moving right.", "The purple cone is moving left.", "The purple cone is moving up.", "The purple cone is moving down." ]	The purple cone is stationary.
clip_0010.mp4	What direction is the blue cube moving in the video?	[ "The blue cube is stationary.", "The blue cube is moving right.", "The blue cube is moving left.", "The blue cube is moving up.", "The blue cube is moving down." ]	The blue cube is stationary.
clip_0010.mp4	What direction is the yellow cube moving in the video?	[ "The yellow cube is stationary.", "The yellow cube is moving right.", "The yellow cube is moving left.", "The yellow cube is moving up.", "The yellow cube is moving down." ]	The yellow cube is moving left.
clip_0010.mp4	What direction is the green cube moving in the video?	[ "The green cube is stationary.", "The green cube is moving right.", "The green cube is moving left.", "The green cube is moving up.", "The green cube is moving down." ]	The green cube is moving up.
clip_0011.mp4	What direction is the yellow cube moving in the video?	[ "The yellow cube is stationary.", "The yellow cube is moving right.", "The yellow cube is moving left.", "The yellow cube is moving up.", "The yellow cube is moving down." ]	The yellow cube is moving down.
clip_0011.mp4	What direction is the blue cube moving in the video?	[ "The blue cube is stationary.", "The blue cube is moving right.", "The blue cube is moving left.", "The blue cube is moving up.", "The blue cube is moving down." ]	The blue cube is stationary.
clip_0011.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0012.mp4	What direction is the orange cone moving in the video?	[ "The orange cone is stationary.", "The orange cone is moving right.", "The orange cone is moving left.", "The orange cone is moving up.", "The orange cone is moving down." ]	The orange cone is moving up.
clip_0012.mp4	What direction is the yellow cone moving in the video?	[ "The yellow cone is stationary.", "The yellow cone is moving right.", "The yellow cone is moving left.", "The yellow cone is moving up.", "The yellow cone is moving down." ]	The yellow cone is stationary.
clip_0012.mp4	What direction is the magenta cone moving in the video?	[ "The magenta cone is stationary.", "The magenta cone is moving right.", "The magenta cone is moving left.", "The magenta cone is moving up.", "The magenta cone is moving down." ]	The magenta cone is moving up.
clip_0013.mp4	What direction is the green sphere moving in the video?	[ "The green sphere is stationary.", "The green sphere is moving right.", "The green sphere is moving left.", "The green sphere is moving up.", "The green sphere is moving down." ]	The green sphere is stationary.
clip_0013.mp4	What direction is the orange cube moving in the video?	[ "The orange cube is stationary.", "The orange cube is moving right.", "The orange cube is moving left.", "The orange cube is moving up.", "The orange cube is moving down." ]	The orange cube is stationary.
clip_0013.mp4	What direction is the blue sphere moving in the video?	[ "The blue sphere is stationary.", "The blue sphere is moving right.", "The blue sphere is moving left.", "The blue sphere is moving up.", "The blue sphere is moving down." ]	The blue sphere is stationary.
clip_0014.mp4	What direction is the magenta sphere moving in the video?	[ "The magenta sphere is stationary.", "The magenta sphere is moving right.", "The magenta sphere is moving left.", "The magenta sphere is moving up.", "The magenta sphere is moving down." ]	The magenta sphere is moving right.
clip_0014.mp4	What direction is the yellow cube moving in the video?	[ "The yellow cube is stationary.", "The yellow cube is moving right.", "The yellow cube is moving left.", "The yellow cube is moving up.", "The yellow cube is moving down." ]	The yellow cube is stationary.
clip_0014.mp4	What direction is the orange cone moving in the video?	[ "The orange cone is stationary.", "The orange cone is moving right.", "The orange cone is moving left.", "The orange cone is moving up.", "The orange cone is moving down." ]	The orange cone is moving right.
clip_0015.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0015.mp4	What direction is the blue cone moving in the video?	[ "The blue cone is stationary.", "The blue cone is moving right.", "The blue cone is moving left.", "The blue cone is moving up.", "The blue cone is moving down." ]	The blue cone is stationary.
clip_0015.mp4	What direction is the purple sphere moving in the video?	[ "The purple sphere is stationary.", "The purple sphere is moving right.", "The purple sphere is moving left.", "The purple sphere is moving up.", "The purple sphere is moving down." ]	The purple sphere is stationary.
clip_0016.mp4	What direction is the yellow cone moving in the video?	[ "The yellow cone is stationary.", "The yellow cone is moving right.", "The yellow cone is moving left.", "The yellow cone is moving up.", "The yellow cone is moving down." ]	The yellow cone is stationary.
clip_0016.mp4	What direction is the red sphere moving in the video?	[ "The red sphere is stationary.", "The red sphere is moving right.", "The red sphere is moving left.", "The red sphere is moving up.", "The red sphere is moving down." ]	The red sphere is moving left.
clip_0016.mp4	What direction is the orange cube moving in the video?	[ "The orange cube is stationary.", "The orange cube is moving right.", "The orange cube is moving left.", "The orange cube is moving up.", "The orange cube is moving down." ]	The orange cube is stationary.
clip_0017.mp4	What direction is the red sphere moving in the video?	[ "The red sphere is stationary.", "The red sphere is moving right.", "The red sphere is moving left.", "The red sphere is moving up.", "The red sphere is moving down." ]	The red sphere is stationary.
clip_0017.mp4	What direction is the yellow cone moving in the video?	[ "The yellow cone is stationary.", "The yellow cone is moving right.", "The yellow cone is moving left.", "The yellow cone is moving up.", "The yellow cone is moving down." ]	The yellow cone is stationary.
clip_0017.mp4	What direction is the blue cube moving in the video?	[ "The blue cube is stationary.", "The blue cube is moving right.", "The blue cube is moving left.", "The blue cube is moving up.", "The blue cube is moving down." ]	The blue cube is stationary.
clip_0018.mp4	What direction is the green cone moving in the video?	[ "The green cone is stationary.", "The green cone is moving right.", "The green cone is moving left.", "The green cone is moving up.", "The green cone is moving down." ]	The green cone is moving up.
clip_0018.mp4	What direction is the orange cube moving in the video?	[ "The orange cube is stationary.", "The orange cube is moving right.", "The orange cube is moving left.", "The orange cube is moving up.", "The orange cube is moving down." ]	The orange cube is stationary.
clip_0018.mp4	What direction is the purple cube moving in the video?	[ "The purple cube is stationary.", "The purple cube is moving right.", "The purple cube is moving left.", "The purple cube is moving up.", "The purple cube is moving down." ]	The purple cube is moving right.
clip_0019.mp4	What direction is the orange cone moving in the video?	[ "The orange cone is stationary.", "The orange cone is moving right.", "The orange cone is moving left.", "The orange cone is moving up.", "The orange cone is moving down." ]	The orange cone is stationary.
clip_0019.mp4	What direction is the green cube moving in the video?	[ "The green cube is stationary.", "The green cube is moving right.", "The green cube is moving left.", "The green cube is moving up.", "The green cube is moving down." ]	The green cube is stationary.
clip_0019.mp4	What direction is the red cone moving in the video?	[ "The red cone is stationary.", "The red cone is moving right.", "The red cone is moving left.", "The red cone is moving up.", "The red cone is moving down." ]	The red cone is stationary.
clip_0020.mp4	What direction is the cyan cube moving in the video?	[ "The cyan cube is stationary.", "The cyan cube is moving right.", "The cyan cube is moving left.", "The cyan cube is moving up.", "The cyan cube is moving down." ]	The cyan cube is stationary.
clip_0020.mp4	What direction is the blue cone moving in the video?	[ "The blue cone is stationary.", "The blue cone is moving right.", "The blue cone is moving left.", "The blue cone is moving up.", "The blue cone is moving down." ]	The blue cone is stationary.
clip_0020.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0021.mp4	What direction is the cyan sphere moving in the video?	[ "The cyan sphere is stationary.", "The cyan sphere is moving right.", "The cyan sphere is moving left.", "The cyan sphere is moving up.", "The cyan sphere is moving down." ]	The cyan sphere is stationary.
clip_0021.mp4	What direction is the orange cube moving in the video?	[ "The orange cube is stationary.", "The orange cube is moving right.", "The orange cube is moving left.", "The orange cube is moving up.", "The orange cube is moving down." ]	The orange cube is stationary.
clip_0021.mp4	What direction is the red sphere moving in the video?	[ "The red sphere is stationary.", "The red sphere is moving right.", "The red sphere is moving left.", "The red sphere is moving up.", "The red sphere is moving down." ]	The red sphere is moving left.
clip_0022.mp4	What direction is the yellow sphere moving in the video?	[ "The yellow sphere is stationary.", "The yellow sphere is moving right.", "The yellow sphere is moving left.", "The yellow sphere is moving up.", "The yellow sphere is moving down." ]	The yellow sphere is moving down.
clip_0022.mp4	What direction is the orange cube moving in the video?	[ "The orange cube is stationary.", "The orange cube is moving right.", "The orange cube is moving left.", "The orange cube is moving up.", "The orange cube is moving down." ]	The orange cube is moving down.
clip_0022.mp4	What direction is the magenta sphere moving in the video?	[ "The magenta sphere is stationary.", "The magenta sphere is moving right.", "The magenta sphere is moving left.", "The magenta sphere is moving up.", "The magenta sphere is moving down." ]	The magenta sphere is moving down.
clip_0023.mp4	What direction is the blue sphere moving in the video?	[ "The blue sphere is stationary.", "The blue sphere is moving right.", "The blue sphere is moving left.", "The blue sphere is moving up.", "The blue sphere is moving down." ]	The blue sphere is stationary.
clip_0023.mp4	What direction is the purple cube moving in the video?	[ "The purple cube is stationary.", "The purple cube is moving right.", "The purple cube is moving left.", "The purple cube is moving up.", "The purple cube is moving down." ]	The purple cube is stationary.
clip_0023.mp4	What direction is the cyan cube moving in the video?	[ "The cyan cube is stationary.", "The cyan cube is moving right.", "The cyan cube is moving left.", "The cyan cube is moving up.", "The cyan cube is moving down." ]	The cyan cube is stationary.
clip_0024.mp4	What direction is the magenta cone moving in the video?	[ "The magenta cone is stationary.", "The magenta cone is moving right.", "The magenta cone is moving left.", "The magenta cone is moving up.", "The magenta cone is moving down." ]	The magenta cone is stationary.
clip_0024.mp4	What direction is the yellow cube moving in the video?	[ "The yellow cube is stationary.", "The yellow cube is moving right.", "The yellow cube is moving left.", "The yellow cube is moving up.", "The yellow cube is moving down." ]	The yellow cube is stationary.
clip_0024.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is stationary.
clip_0025.mp4	What direction is the red cone moving in the video?	[ "The red cone is stationary.", "The red cone is moving right.", "The red cone is moving left.", "The red cone is moving up.", "The red cone is moving down." ]	The red cone is stationary.
clip_0025.mp4	What direction is the magenta sphere moving in the video?	[ "The magenta sphere is stationary.", "The magenta sphere is moving right.", "The magenta sphere is moving left.", "The magenta sphere is moving up.", "The magenta sphere is moving down." ]	The magenta sphere is stationary.
clip_0025.mp4	What direction is the blue cone moving in the video?	[ "The blue cone is stationary.", "The blue cone is moving right.", "The blue cone is moving left.", "The blue cone is moving up.", "The blue cone is moving down." ]	The blue cone is stationary.
clip_0026.mp4	What direction is the red sphere moving in the video?	[ "The red sphere is stationary.", "The red sphere is moving right.", "The red sphere is moving left.", "The red sphere is moving up.", "The red sphere is moving down." ]	The red sphere is stationary.
clip_0026.mp4	What direction is the yellow cone moving in the video?	[ "The yellow cone is stationary.", "The yellow cone is moving right.", "The yellow cone is moving left.", "The yellow cone is moving up.", "The yellow cone is moving down." ]	The yellow cone is stationary.
clip_0026.mp4	What direction is the green cube moving in the video?	[ "The green cube is stationary.", "The green cube is moving right.", "The green cube is moving left.", "The green cube is moving up.", "The green cube is moving down." ]	The green cube is stationary.
clip_0027.mp4	What direction is the cyan cone moving in the video?	[ "The cyan cone is stationary.", "The cyan cone is moving right.", "The cyan cone is moving left.", "The cyan cone is moving up.", "The cyan cone is moving down." ]	The cyan cone is moving left.
clip_0027.mp4	What direction is the green cone moving in the video?	[ "The green cone is stationary.", "The green cone is moving right.", "The green cone is moving left.", "The green cone is moving up.", "The green cone is moving down." ]	The green cone is stationary.
clip_0027.mp4	What direction is the orange cube moving in the video?	[ "The orange cube is stationary.", "The orange cube is moving right.", "The orange cube is moving left.", "The orange cube is moving up.", "The orange cube is moving down." ]	The orange cube is moving left.
clip_0028.mp4	What direction is the magenta cube moving in the video?	[ "The magenta cube is stationary.", "The magenta cube is moving right.", "The magenta cube is moving left.", "The magenta cube is moving up.", "The magenta cube is moving down." ]	The magenta cube is moving left.
clip_0028.mp4	What direction is the orange sphere moving in the video?	[ "The orange sphere is stationary.", "The orange sphere is moving right.", "The orange sphere is moving left.", "The orange sphere is moving up.", "The orange sphere is moving down." ]	The orange sphere is moving up.
clip_0028.mp4	What direction is the blue sphere moving in the video?	[ "The blue sphere is stationary.", "The blue sphere is moving right.", "The blue sphere is moving left.", "The blue sphere is moving up.", "The blue sphere is moving down." ]	The blue sphere is stationary.
clip_0029.mp4	What direction is the yellow cone moving in the video?	[ "The yellow cone is stationary.", "The yellow cone is moving right.", "The yellow cone is moving left.", "The yellow cone is moving up.", "The yellow cone is moving down." ]	The yellow cone is moving up.
clip_0029.mp4	What direction is the cyan cube moving in the video?	[ "The cyan cube is stationary.", "The cyan cube is moving right.", "The cyan cube is moving left.", "The cyan cube is moving up.", "The cyan cube is moving down." ]	The cyan cube is stationary.
clip_0029.mp4	What direction is the purple sphere moving in the video?	[ "The purple sphere is stationary.", "The purple sphere is moving right.", "The purple sphere is moving left.", "The purple sphere is moving up.", "The purple sphere is moving down." ]	The purple sphere is stationary.
clip_0030.mp4	What direction is the red sphere moving in the video?	[ "The red sphere is stationary.", "The red sphere is moving right.", "The red sphere is moving left.", "The red sphere is moving up.", "The red sphere is moving down." ]	The red sphere is stationary.
clip_0030.mp4	What direction is the blue cube moving in the video?	[ "The blue cube is stationary.", "The blue cube is moving right.", "The blue cube is moving left.", "The blue cube is moving up.", "The blue cube is moving down." ]	The blue cube is stationary.
clip_0030.mp4	What direction is the green sphere moving in the video?	[ "The green sphere is stationary.", "The green sphere is moving right.", "The green sphere is moving left.", "The green sphere is moving up.", "The green sphere is moving down." ]	The green sphere is stationary.
clip_0031.mp4	What direction is the magenta cone moving in the video?	[ "The magenta cone is stationary.", "The magenta cone is moving right.", "The magenta cone is moving left.", "The magenta cone is moving up.", "The magenta cone is moving down." ]	The magenta cone is stationary.
clip_0031.mp4	What direction is the cyan cone moving in the video?	[ "The cyan cone is stationary.", "The cyan cone is moving right.", "The cyan cone is moving left.", "The cyan cone is moving up.", "The cyan cone is moving down." ]	The cyan cone is stationary.
clip_0031.mp4	What direction is the red cube moving in the video?	[ "The red cube is stationary.", "The red cube is moving right.", "The red cube is moving left.", "The red cube is moving up.", "The red cube is moving down." ]	The red cube is moving down.
clip_0032.mp4	What direction is the red sphere moving in the video?	[ "The red sphere is stationary.", "The red sphere is moving right.", "The red sphere is moving left.", "The red sphere is moving up.", "The red sphere is moving down." ]	The red sphere is stationary.
clip_0032.mp4	What direction is the purple cube moving in the video?	[ "The purple cube is stationary.", "The purple cube is moving right.", "The purple cube is moving left.", "The purple cube is moving up.", "The purple cube is moving down." ]	The purple cube is moving down.
clip_0032.mp4	What direction is the cyan cone moving in the video?	[ "The cyan cone is stationary.", "The cyan cone is moving right.", "The cyan cone is moving left.", "The cyan cone is moving up.", "The cyan cone is moving down." ]	The cyan cone is stationary.
clip_0033.mp4	What direction is the yellow cube moving in the video?	[ "The yellow cube is stationary.", "The yellow cube is moving right.", "The yellow cube is moving left.", "The yellow cube is moving up.", "The yellow cube is moving down." ]	The yellow cube is moving up.

End of preview. Expand in Data Studio

MVBench

We introduce a novel static-to-dynamic method for defining temporal-related tasks. By converting static tasks into dynamic ones, we facilitate systematic generation of video tasks necessitating a wide range of temporal abilities, from perception to cognition. Guided by task definitions, we then automatically transform public video annotations into multiple-choice QA for task evaluation. This unique paradigm enables efficient creation of MVBench with minimal manual intervention while ensuring evaluation fairness through ground-truth video annotations and avoiding biased LLM scoring. The 20 temporal task examples are as follows.

Evaluation

An evaluation example is provided in mvbench.ipynb. Please follow the pipeline to prepare the evaluation code for various MLLMs.

Preprocess: We preserve the raw video (high resolution, long duration, etc.) along with corresponding annotations (start, end, subtitles, etc.) for future exploration; hence, the decoding of some raw videos like Perception Test may be slow.
Prompt: We explore effective system prompts to encourage better temporal reasoning in MLLM, as well as efficient answer prompts for option extraction.

Leadrboard

While an Online leaderboard is under construction, the current standings are as follows:

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300