Datasets:

marcuskwan
/

video-mme-logical

id stringlengths 21 74	parent_major stringclasses 25 values	major stringclasses 75 values	difficulty stringclasses 3 values	video_path stringlengths 48 102	image_paths unknown	question stringlengths 154 779	answer stringlengths 1 1.81k
rotation_center_L1.5_0026_v3	rotation_center	rotation_center_medium	medium	videos/rotation_center_medium/rotation_center_L1.5_0026_v3.mp4	"images/rotation_center_medium/rotation_center_L1.5_0026_v3_ref.png"	Please watch the video and refer to the accompanying annotated image (points A/B/C/D). Which labeled point is the rotation center of the image in the video? Format requirements: Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Put only the final answer inside <an...	C
keyboard_sequence_s_L0.75_0047_v3	keyboard_sequence_s	keyboard_sequence_s_medium	medium	videos/keyboard_sequence_s_medium/keyboard_sequence_s_L0.75_0047_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	AAERCSHFXKMKLUD
3d_maze_route_hard_0005_s2026522306	3d_maze_route	3d_maze_route_hard	hard	videos/3d_maze_route_hard/3d_maze_route_hard_0005_s2026522306.mp4	"images/3d_maze_route_hard/3d_maze_route_hard_0005_s2026522306_ref.png"	The video shows a first-person traversal through a colored maze. The reference image has four panels, and each panel has its option label A, B, C, or D shown below it. Each panel shows one candidate route for the same maze. Which option matches the path shown in the video? Format requirements: Please provide only the ...	D
symbol_s_unseen_0033_v3	symbol_s	symbol_s_easy	easy	videos/symbol_s_easy/symbol_s_unseen_0033_v3.mp4	[]	Watch the full neon icon video. The query shape is "square". Each reveal round lasts exactly 1 second. `reveals[k].shape` is the shape that lights up in round k. `reveals[k].matched` is 1 if that revealed shape matches `query_shape`, otherwise 0. `match_count` is the total number of reveal rounds with `matched=1`. Plea...	{"query_shape":"square","reveals":{"1":{"shape":"square","matched":1},"2":{"shape":"star","matched":0},"3":{"shape":"triangle","matched":0},"4":{"shape":"star","matched":0},"5":{"shape":"square","matched":1},"6":{"shape":"square","matched":1},"7":{"shape":"circle","matched":0},"8":{"shape":"circle","matched":0},"9":{"s...
card_relocation_s_L1.5_0036_v3	card_relocation_s	card_relocation_s_medium	medium	videos/card_relocation_s_medium/card_relocation_s_L1.5_0036_v3.mp4	[]	Watch the full card trick video and track the target card. The target card is D. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `p...	{"target_card":"D","initial_position":"D","position_trace":{"1":"D","2":"G","3":"G","4":"G","5":"G","6":"G","7":"G","8":"G","9":"G"},"move_trace":{"1":0,"2":1,"3":0,"4":0,"5":0,"6":0,"7":0,"8":0,"9":0},"move_count":1}
symbol_s_unseen_0039_v3	symbol_s	symbol_s_easy	easy	videos/symbol_s_easy/symbol_s_unseen_0039_v3.mp4	[]	Watch the full neon icon video. The query shape is "square". Each reveal round lasts exactly 1 second. `reveals[k].shape` is the shape that lights up in round k. `reveals[k].matched` is 1 if that revealed shape matches `query_shape`, otherwise 0. `match_count` is the total number of reveal rounds with `matched=1`. Plea...	{"query_shape":"square","reveals":{"1":{"shape":"star","matched":0},"2":{"shape":"circle","matched":0},"3":{"shape":"star","matched":0},"4":{"shape":"circle","matched":0},"5":{"shape":"square","matched":1},"6":{"shape":"star","matched":0},"7":{"shape":"circle","matched":0},"8":{"shape":"square","matched":1},"9":{"shape...
keyboard_sequence_s_L0.5_0039_v3	keyboard_sequence_s	keyboard_sequence_s_easy	easy	videos/keyboard_sequence_s_easy/keyboard_sequence_s_L0.5_0039_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	GJTTOVZBJ
speed_comparison_unseen_0024_v3	speed_comparison	speed_comparison_hard	hard	videos/speed_comparison_hard/speed_comparison_unseen_0024_v3.mp4	[]	Based on the video, multiple colored balls are orbiting the center at different speeds. Which colored ball has the slowest speed? A. Red B. Blue C. Green D. Purple E. Pink F. Orange Please provide only the single option letter (e.g., A, B, C, D, E, F) within the <answer>...</answer> tags. Example: <answer>A</answer>	D
maze_trace_easy_0043_s2026562317	maze_trace	maze_trace_easy	easy	videos/maze_trace_easy/maze_trace_easy_0043_s2026562317.mp4	[]	Watch the full video and focus on the moving ball as it travels through the maze to the goal. Count how many times the ball changes direction before it reaches the goal. Count only direction changes between consecutive path segments; do not count the initial start or the final stop at the goal as turns. Please provide ...	8
neon_word_medium_0020_s2026592321_jcjgvgugoldbjqjiyvna	neon_word	neon_word_medium	medium	videos/neon_word_medium/neon_word_medium_0020_s2026592321_jcjgvgugoldbjqjiyvna.mp4	[]	Watch the full neon sign video. Each reveal round lasts exactly 3 seconds. Read the final word by fixed left-to-right slots, not by reveal order. Which option matches the final word? A. JCJGVGUGOLDBJQJIYVNA B. JCJGVUGGOLDBJQJIYVNA C. JCJGVGUGOLDBQJJIYVNA D. JCJGVGUOGLDBJQJIYVNA Please provide only the single option let...	A
cube_structure_hard_L0.25_fix_0028_v3	cube_structure	cube_structure_easy	easy	videos/cube_structure_easy/cube_structure_hard_L0.25_fix_0028_v3.mp4	[]	How many unit cubes are needed to build the full structure? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	9
keyboard_sequence_s_L1_0023_v3	keyboard_sequence_s	keyboard_sequence_s_hard	hard	videos/keyboard_sequence_s_hard/keyboard_sequence_s_L1_0023_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	MWHZRMOKTWALUMVUJNLJ
symbol_hard_L0.75_fix_0019_v3	symbol	symbol_hard	hard	videos/symbol_hard/symbol_hard_L0.75_fix_0019_v3.mp4	[]	Watch the full neon icon video. The query shape is "star". Each reveal round lasts exactly 2.5 seconds. Count how many revealed shapes match star across the whole video. Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	19
keyboard_sequence_s_L0.75_0017_v3	keyboard_sequence_s	keyboard_sequence_s_medium	medium	videos/keyboard_sequence_s_medium/keyboard_sequence_s_L0.75_0017_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	HCGTAKKFIRQKXOOXMT
trajectory_intersection_seen_0045_v3	trajectory_intersection	trajectory_intersection_easy	easy	videos/trajectory_intersection_easy/trajectory_intersection_seen_0045_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	A
neon_word_easy_0018_s2026612319_ylggenlkfyisczhuos	neon_word	neon_word_easy	easy	videos/neon_word_easy/neon_word_easy_0018_s2026612319_ylggenlkfyisczhuos.mp4	[]	Watch the full neon sign video. Each reveal round lasts exactly 3 seconds. Read the final word by fixed left-to-right slots, not by reveal order. Which option matches the final word? A. YLGGENLKYFISCZHUOS B. YLGGENLKFYISCZHUOS C. YLGGENLKFYISCZHUSO D. YLGGENLKFYISCZUHOS Please provide only the single option letter insi...	B
speed_comparison_L2_0022_v3	speed_comparison	speed_comparison_easy	easy	videos/speed_comparison_easy/speed_comparison_L2_0022_v3.mp4	[]	Based on the video, multiple colored balls are orbiting the center at different speeds. Which colored ball has the slowest speed? A. Red B. Blue C. Green D. Purple E. Pink F. Orange Please provide only the single option letter (e.g., A, B, C, D, E, F) within the <answer>...</answer> tags. Example: <answer>A</answer>	E
cups_trick_s_L1_0022_v3	cups_trick_s	cups_trick_s_medium	medium	videos/cups_trick_s_medium/cups_trick_s_L1_0022_v3.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, D, E, F, G, and H refer to the fixed screen positions from left to right. Ignore which cup is empty for the final answ...	{"swap_pairs":{"1":["G","H"],"2":["F","G"],"3":["A","E"],"4":["E","F"],"5":["B","H"],"6":["B","H"],"7":["C","G"],"8":["C","D"],"9":["A","D"],"10":["G","H"]}}
speed_comparison_L1_0049_v3	speed_comparison	speed_comparison_medium	medium	videos/speed_comparison_medium/speed_comparison_L1_0049_v3.mp4	[]	Based on the video, multiple colored balls are orbiting the center at different speeds. Which colored ball has the fastest speed? A. Red B. Blue C. Green D. Purple E. Pink F. Orange Please provide only the single option letter (e.g., A, B, C, D, E, F) within the <answer>...</answer> tags. Example: <answer>A</answer>	A
card_shuffle_L0.25_0022_v3	card_shuffle	card_shuffle_easy	easy	videos/card_shuffle_easy/card_shuffle_L0.25_0022_v3.mp4	[]	Please watch the full card trick video. The target card is G. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. The front reveal and the flip are setup only; they do not count as swap rounds. At the end of the video, which fixed position contains the target card? Please provide only t...	G
symbol_hard_L0.75_fix_0006_v3	symbol	symbol_hard	hard	videos/symbol_hard/symbol_hard_L0.75_fix_0006_v3.mp4	[]	Watch the full neon icon video. The query shape is "star". Each reveal round lasts exactly 2.1 seconds. Count how many revealed shapes match star across the whole video. Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	26
card_shuffle_L0.25_0019_v3	card_shuffle	card_shuffle_easy	easy	videos/card_shuffle_easy/card_shuffle_L0.25_0019_v3.mp4	[]	Please watch the full card trick video. The target card is B. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. The front reveal and the flip are setup only; they do not count as swap rounds. At the end of the video, which fixed position contains the target card? Please provide only t...	H
trajectory_intersection_L1.5_0016_v3	trajectory_intersection	trajectory_intersection_hard	hard	videos/trajectory_intersection_hard/trajectory_intersection_L1.5_0016_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	B
cups_shuffle_L0.75_0030_v3	cups_shuffle	cups_shuffle_medium	medium	videos/cups_shuffle_medium/cups_shuffle_L0.75_0030_v3.mp4	[]	Based on the video, which cup is the red ball under at the end? The cups are labeled A, B, C, D, E, F, G, and H from left to right. Please provide only the single option letter inside <answer>...</answer>. Example: <answer>A</answer>	G
grid_activation_hard_L0.25_fix_0038_v3	grid_activation	grid_activation_easy	easy	videos/grid_activation_easy/grid_activation_hard_L0.25_fix_0038_v3.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 7 by 8 grid. How many unique cells show the target symbol square during the whole video? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	2
grid_activation_s_L1_0016_v3	grid_activation_s	grid_activation_s_hard	hard	videos/grid_activation_s_hard/grid_activation_s_L1_0016_v3.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 8 by 7 grid. For the target symbol heart, list every unique cell that shows heart during the whole video. Use row-column coordinates where (0,0) is the top-left cell. Answer format: Please provide only the JSON object inside the <answer>...</answer> tags. E...	{"cells":[[1,3],[2,4],[4,5],[5,3],[5,4],[7,6]]}
keyboard_sequence_L4_0002_v3	keyboard_sequence	keyboard_sequence_hard	hard	videos/keyboard_sequence_hard/keyboard_sequence_L4_0002_v3.mp4	[]	The video shows keyboard key presses. What is the 5th letter to appear in the video? Please provide only the single uppercase English letter inside the <answer>...</answer> tags. Do not add spaces, punctuation, or extra words. Example: <answer>A</answer>	E
hidden_container_L2_0003_v3	hidden_container	hidden_container_hard	hard	videos/hidden_container_hard/hidden_container_L2_0003_v3.mp4	[ "images/hidden_container_hard/hidden_container_L2_0003_v3_img1.png", "images/hidden_container_hard/hidden_container_L2_0003_v3_ref.png", "images/hidden_container_hard/hidden_container_L2_0003_v3_img3.png", "images/hidden_container_hard/hidden_container_L2_0003_v3_img4.png" ]	Based on the video, the ball moves inside an invisible container. The four reference images correspond to options A, B, C, and D in order. Choose the option whose boundary best matches the full bounce pattern, including whether the motion suggests a curved wall, flat sides, sharp corners, or a rotating polygon. Please ...	B
cube_structure_hard_L0.75_fix_0027_v3	cube_structure	cube_structure_hard	hard	videos/cube_structure_hard/cube_structure_hard_L0.75_fix_0027_v3.mp4	[]	How many unit cubes are needed to build the full structure? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	26
inclusion_object_hard_L0.75_fix_0045_v3	inclusion_object	inclusion_object_hard	hard	videos/inclusion_object_hard/inclusion_object_hard_L0.75_fix_0045_v3.mp4	[]	Watch the whole video carefully. A moving foreground object covers different small objects at different times. How many small objects are there in total? Please provide only the final integer inside <answer>...</answer>.	27
neon_word_s_hard_0031_s2026572332_pxbnezrpixuimecozfocjyvuysuzuooud	neon_word_s	neon_word_s_hard	hard	videos/neon_word_s_hard/neon_word_s_hard_0031_s2026572332_pxbnezrpixuimecozfocjyvuysuzuooud.mp4	[]	Watch the full neon sign video. Each reveal round lasts exactly 3 seconds. `reveals[k].char` is the letter that lights up in round k. `reveals[k].slot_index` is the fixed 1-based left-to-right slot where that letter belongs in the final word. `final_word` is the final string read from slot 1 to the last slot. Please pr...	{"final_word":"PXBNEZRPIXUIMECOZFOCJYVUYSUZUOOUD","reveals":{"1":{"char":"F","slot_index":18},"2":{"char":"U","slot_index":27},"3":{"char":"Y","slot_index":22},"4":{"char":"S","slot_index":26},"5":{"char":"Y","slot_index":25},"6":{"char":"R","slot_index":7},"7":{"char":"O","slot_index":30},"8":{"char":"P","slot_index":...
cups_trick_s_L1_0007_v3	cups_trick_s	cups_trick_s_medium	medium	videos/cups_trick_s_medium/cups_trick_s_L1_0007_v3.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, D, E, F, G, and H refer to the fixed screen positions from left to right. Ignore which cup is empty for the final answ...	{"swap_pairs":{"1":["E","G"],"2":["B","E"],"3":["D","H"],"4":["A","F"],"5":["E","F"],"6":["B","H"],"7":["A","B"],"8":["F","G"],"9":["B","D"],"10":["B","D"]}}
inclusion_object_hard_L0.5_fix_0035_v3	inclusion_object	inclusion_object_medium	medium	videos/inclusion_object_medium/inclusion_object_hard_L0.5_fix_0035_v3.mp4	[]	Watch the whole video carefully. A moving foreground object covers different small objects at different times. How many small objects are there in total? Please provide only the final integer inside <answer>...</answer>.	15
grid_activation_s_medium_0005_s2026312306	grid_activation_s	grid_activation_s_medium	medium	videos/grid_activation_s_medium/grid_activation_s_medium_0005_s2026312306.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 7 by 8 grid. For the target symbol triangle, list every unique cell that shows triangle during the whole video. Use row-column coordinates where (0,0) is the top-left cell. Answer format: Please provide only the JSON object inside the <answer>...</answer> t...	{"cells":[[1,4],[1,6],[3,1],[3,4]]}
neon_word_s_hard_0012_s2026572313_cdhvghitwgxzealvlngakrkwovsampu	neon_word_s	neon_word_s_hard	hard	videos/neon_word_s_hard/neon_word_s_hard_0012_s2026572313_cdhvghitwgxzealvlngakrkwovsampu.mp4	[]	Watch the full neon sign video. Each reveal round lasts exactly 3 seconds. `reveals[k].char` is the letter that lights up in round k. `reveals[k].slot_index` is the fixed 1-based left-to-right slot where that letter belongs in the final word. `final_word` is the final string read from slot 1 to the last slot. Please pr...	{"final_word":"CDHVGHITWGXZEALVLNGAKRKWOVSAMPU","reveals":{"1":{"char":"M","slot_index":29},"2":{"char":"H","slot_index":3},"3":{"char":"C","slot_index":1},"4":{"char":"V","slot_index":4},"5":{"char":"R","slot_index":22},"6":{"char":"S","slot_index":27},"7":{"char":"G","slot_index":19},"8":{"char":"I","slot_index":7},"...
trajectory_intersection_seen_0044_v3	trajectory_intersection	trajectory_intersection_easy	easy	videos/trajectory_intersection_easy/trajectory_intersection_seen_0044_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	C
maze_trace_medium_0044_s2026532345	maze_trace	maze_trace_medium	medium	videos/maze_trace_medium/maze_trace_medium_0044_s2026532345.mp4	[]	Watch the full video and focus on the moving ball as it travels through the maze to the goal. Count how many times the ball changes direction before it reaches the goal. Count only direction changes between consecutive path segments; do not count the initial start or the final stop at the goal as turns. Please provide ...	8
cube_structure_hard_L0.25_fix_0034_v3	cube_structure	cube_structure_easy	easy	videos/cube_structure_easy/cube_structure_hard_L0.25_fix_0034_v3.mp4	[]	How many unit cubes are needed to build the full structure? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	6
keyboard_sequence_s_L1_0048_v3	keyboard_sequence_s	keyboard_sequence_s_hard	hard	videos/keyboard_sequence_s_hard/keyboard_sequence_s_L1_0048_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	XVCFXOIGTDULLZGC
rotation_center_L1.5_0042_v3	rotation_center	rotation_center_medium	medium	videos/rotation_center_medium/rotation_center_L1.5_0042_v3.mp4	"images/rotation_center_medium/rotation_center_L1.5_0042_v3_ref.png"	Please watch the video and refer to the accompanying annotated image (points A/B/C/D). Which labeled point is the rotation center of the image in the video? Format requirements: Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Put only the final answer inside <an...	A
card_shuffle_L1.5_0009_v3	card_shuffle	card_shuffle_hard	hard	videos/card_shuffle_hard/card_shuffle_L1.5_0009_v3.mp4	[]	Please watch the full card trick video. The target card is G. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. The front reveal and the flip are setup only; they do not count as swap rounds. At the end of the video, which fixed position contains the target card? Please provide only t...	H
trajectory_intersection_seen_0006_v3	trajectory_intersection	trajectory_intersection_easy	easy	videos/trajectory_intersection_easy/trajectory_intersection_seen_0006_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	B
card_shuffle_s_unseen_0033_v3	card_shuffle_s	card_shuffle_s_easy	easy	videos/card_shuffle_s_easy/card_shuffle_s_unseen_0033_v3.mp4	[]	Watch the full card trick video and track target card B. The labels A/B/C/D are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `position_trace[k]` is the target card positi...	{"target_card":"B","initial_position":"B","position_trace":{"1":"A","2":"D","3":"D"},"final_position":"D"}
keyboard_sequence_s_L0.75_0018_v3	keyboard_sequence_s	keyboard_sequence_s_medium	medium	videos/keyboard_sequence_s_medium/keyboard_sequence_s_L0.75_0018_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	MGELQEXVNAUDUHHOBP
cups_trick_s_easy_0043_s2026212344	cups_trick_s	cups_trick_s_easy	easy	videos/cups_trick_s_easy/cups_trick_s_easy_0043_s2026212344.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, D, E, F, G, and H refer to the fixed screen positions from left to right. Ignore which cup is empty for the final answ...	{"swap_pairs":{"1":["B","E"],"2":["G","H"],"3":["A","D"],"4":["B","C"],"5":["B","F"]}}
grid_activation_hard_L0.75_fix_0028_v3	grid_activation	grid_activation_hard	hard	videos/grid_activation_hard/grid_activation_hard_L0.75_fix_0028_v3.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 7 by 8 grid. How many unique cells show the target symbol heart during the whole video? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	26
falling_shape_hard_L0.5_fix_0048_v3	falling_shape	falling_shape_medium	medium	videos/falling_shape_medium/falling_shape_hard_L0.5_fix_0048_v3.mp4	[]	Watch the full video. Count how many diamonds fall from the top across the whole video. Please provide only the single integer within the <answer>...</answer> tags. Example: <answer>4</answer>	16
card_shuffle_s_unseen_0046_v3	card_shuffle_s	card_shuffle_s_easy	easy	videos/card_shuffle_s_easy/card_shuffle_s_unseen_0046_v3.mp4	[]	Watch the full card trick video and track target card B. The labels A/B/C/D are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `position_trace[k]` is the target card positi...	{"target_card":"B","initial_position":"B","position_trace":{"1":"B","2":"A","3":"A"},"final_position":"A"}
keyboard_sequence_s_L0.5_0050_v3	keyboard_sequence_s	keyboard_sequence_s_easy	easy	videos/keyboard_sequence_s_easy/keyboard_sequence_s_L0.5_0050_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	QYDYMRTF
grid_activation_hard_L0.25_fix_0021_v3	grid_activation	grid_activation_easy	easy	videos/grid_activation_easy/grid_activation_hard_L0.25_fix_0021_v3.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 8 by 7 grid. How many unique cells show the target symbol heart during the whole video? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	8
keyboard_sequence_s_L0.75_0008_v3	keyboard_sequence_s	keyboard_sequence_s_medium	medium	videos/keyboard_sequence_s_medium/keyboard_sequence_s_L0.75_0008_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	TTUBTAHHR
symbol_hard_L0.25_fix_0043_v3	symbol	symbol_easy	easy	videos/symbol_easy/symbol_hard_L0.25_fix_0043_v3.mp4	[]	Watch the full neon icon video. The query shape is "star". Each reveal round lasts exactly 1.3 seconds. Count how many revealed shapes match star across the whole video. Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	10
card_shuffle_s_unseen_0005_v3	card_shuffle_s	card_shuffle_s_easy	easy	videos/card_shuffle_s_easy/card_shuffle_s_unseen_0005_v3.mp4	[]	Watch the full card trick video and track target card B. The labels A/B/C/D are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `position_trace[k]` is the target card positi...	{"target_card":"B","initial_position":"B","position_trace":{"1":"B","2":"D","3":"A"},"final_position":"A"}
trajectory_intersection_L1_0033_v3	trajectory_intersection	trajectory_intersection_medium	medium	videos/trajectory_intersection_medium/trajectory_intersection_L1_0033_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	D
card_shuffle_L0.5_0037_v3	card_shuffle	card_shuffle_medium	medium	videos/card_shuffle_medium/card_shuffle_L0.5_0037_v3.mp4	[]	Please watch the full card trick video. The target card is E. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. The front reveal and the flip are setup only; they do not count as swap rounds. At the end of the video, which fixed position contains the target card? Please provide only t...	G
grid_activation_hard_L0.5_fix_0002_v3	grid_activation	grid_activation_medium	medium	videos/grid_activation_medium/grid_activation_hard_L0.5_fix_0002_v3.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 7 by 7 grid. How many unique cells show the target symbol square during the whole video? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	15
symbol_hard_L0.5_fix_0035_v3	symbol	symbol_medium	medium	videos/symbol_medium/symbol_hard_L0.5_fix_0035_v3.mp4	[]	Watch the full neon icon video. The query shape is "triangle". Each reveal round lasts exactly 1.8 seconds. Count how many revealed shapes match triangle across the whole video. Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	11
keyboard_sequence_s_L0.5_0006_v3	keyboard_sequence_s	keyboard_sequence_s_easy	easy	videos/keyboard_sequence_s_easy/keyboard_sequence_s_L0.5_0006_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	LTSAXF
card_shuffle_s_unseen_0030_v3	card_shuffle_s	card_shuffle_s_easy	easy	videos/card_shuffle_s_easy/card_shuffle_s_unseen_0030_v3.mp4	[]	Watch the full card trick video and track target card B. The labels A/B/C/D are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `position_trace[k]` is the target card positi...	{"target_card":"B","initial_position":"B","position_trace":{"1":"D","2":"A","3":"B"},"final_position":"B"}
cups_trick_s_L1_0036_v3	cups_trick_s	cups_trick_s_medium	medium	videos/cups_trick_s_medium/cups_trick_s_L1_0036_v3.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, D, E, F, G, and H refer to the fixed screen positions from left to right. Ignore which cup is empty for the final answ...	{"swap_pairs":{"1":["F","G"],"2":["A","B"],"3":["A","E"],"4":["F","H"],"5":["G","H"],"6":["E","G"],"7":["B","H"],"8":["C","G"],"9":["E","F"],"10":["C","G"]}}
card_shuffle_s_L3_0003_v3	card_shuffle_s	card_shuffle_s_hard	hard	videos/card_shuffle_s_hard/card_shuffle_s_L3_0003_v3.mp4	[]	Watch the full card trick video and track the target card. The target card is F. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `p...	{"target_card":"F","initial_position":"F","position_trace":{"1":"F","2":"F","3":"F","4":"C","5":"A","6":"A","7":"A","8":"A","9":"A","10":"H","11":"H","12":"H","13":"G","14":"C","15":"C","16":"C","17":"A","18":"A"},"final_position":"A"}
keyboard_sequence_s_L0.5_0033_v3	keyboard_sequence_s	keyboard_sequence_s_easy	easy	videos/keyboard_sequence_s_easy/keyboard_sequence_s_L0.5_0033_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	PAPCCZJVWNH
trajectory_intersection_L1.5_0024_v3	trajectory_intersection	trajectory_intersection_hard	hard	videos/trajectory_intersection_hard/trajectory_intersection_L1.5_0024_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	C
grid_activation_hard_L0.5_fix_0048_v3	grid_activation	grid_activation_medium	medium	videos/grid_activation_medium/grid_activation_hard_L0.5_fix_0048_v3.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 7 by 7 grid. How many unique cells show the target symbol star during the whole video? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	17
3d_maze_route_easy_0036_s2026502337	3d_maze_route	3d_maze_route_easy	easy	videos/3d_maze_route_easy/3d_maze_route_easy_0036_s2026502337.mp4	"images/3d_maze_route_easy/3d_maze_route_easy_0036_s2026502337_ref.png"	The video shows a first-person traversal through a colored maze. The reference image has four panels, and each panel has its option label A, B, C, or D shown below it. Each panel shows one candidate route for the same maze. Which option matches the path shown in the video? Format requirements: Please provide only the ...	B
hidden_container_L1_0014_v3	hidden_container	hidden_container_medium	medium	videos/hidden_container_medium/hidden_container_L1_0014_v3.mp4	[ "images/hidden_container_medium/hidden_container_L1_0014_v3_img1.png", "images/hidden_container_medium/hidden_container_L1_0014_v3_ref.png", "images/hidden_container_medium/hidden_container_L1_0014_v3_img3.png", "images/hidden_container_medium/hidden_container_L1_0014_v3_img4.png" ]	Based on the video, the ball moves inside an invisible container. The four reference images correspond to options A, B, C, and D in order. Choose the option whose boundary best matches the full bounce pattern, including whether the motion suggests a curved wall, flat sides, sharp corners, or a rotating polygon. Please ...	B
inclusion_object_hard_L0.75_fix_0029_v3	inclusion_object	inclusion_object_hard	hard	videos/inclusion_object_hard/inclusion_object_hard_L0.75_fix_0029_v3.mp4	[]	Watch the whole video carefully. A moving foreground object covers different small objects at different times. How many small objects are there in total? Please provide only the final integer inside <answer>...</answer>.	20
cube_structure_hard_L0.5_fix_0039_v3	cube_structure	cube_structure_medium	medium	videos/cube_structure_medium/cube_structure_hard_L0.5_fix_0039_v3.mp4	[]	How many unit cubes are needed to build the full structure? Please provide only the final integer inside <answer>...</answer>. Example: <answer>4</answer>	17
card_relocation_hard_L0.75_fix_0048_v3	card_relocation	card_relocation_hard	hard	videos/card_relocation_hard/card_relocation_hard_L0.75_fix_0048_v3.mp4	[]	Please watch the full card trick video. The target card is C. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. How many times does the target card change position during the whole process? Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	24
hidden_container_L0.5_0023_v3	hidden_container	hidden_container_easy	easy	videos/hidden_container_easy/hidden_container_L0.5_0023_v3.mp4	[ "images/hidden_container_easy/hidden_container_L0.5_0023_v3_img1.png", "images/hidden_container_easy/hidden_container_L0.5_0023_v3_img2.png", "images/hidden_container_easy/hidden_container_L0.5_0023_v3_ref.png", "images/hidden_container_easy/hidden_container_L0.5_0023_v3_img4.png" ]	Based on the video, the ball moves inside an invisible container. The four reference images correspond to options A, B, C, and D in order. Choose the option whose boundary best matches the full bounce pattern, including whether the motion suggests a curved wall, flat sides, sharp corners, or a rotating polygon. Please ...	C
symbol_hard_L0.5_fix_0046_v3	symbol	symbol_medium	medium	videos/symbol_medium/symbol_hard_L0.5_fix_0046_v3.mp4	[]	Watch the full neon icon video. The query shape is "square". Each reveal round lasts exactly 1.7 seconds. Count how many revealed shapes match square across the whole video. Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	12
card_shuffle_L0.25_0040_v3	card_shuffle	card_shuffle_easy	easy	videos/card_shuffle_easy/card_shuffle_L0.25_0040_v3.mp4	[]	Please watch the full card trick video. The target card is E. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. The front reveal and the flip are setup only; they do not count as swap rounds. At the end of the video, which fixed position contains the target card? Please provide only t...	E
rotation_center_L2_0034_v3	rotation_center	rotation_center_easy	easy	videos/rotation_center_easy/rotation_center_L2_0034_v3.mp4	"images/rotation_center_easy/rotation_center_L2_0034_v3_ref.png"	Please watch the video and refer to the accompanying annotated image (points A/B/C/D). Which labeled point is the rotation center of the image in the video? Format requirements: Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Put only the final answer inside <an...	D
speed_comparison_L2_0039_v3	speed_comparison	speed_comparison_easy	easy	videos/speed_comparison_easy/speed_comparison_L2_0039_v3.mp4	[]	Based on the video, multiple colored balls are orbiting the center at different speeds. Which colored ball has the fastest speed? A. Red B. Blue C. Green D. Purple E. Pink F. Orange Please provide only the single option letter (e.g., A, B, C, D, E, F) within the <answer>...</answer> tags. Example: <answer>A</answer>	C
trajectory_intersection_L1_0014_v3	trajectory_intersection	trajectory_intersection_medium	medium	videos/trajectory_intersection_medium/trajectory_intersection_L1_0014_v3.mp4	[]	Watch the full video. Two colored points move back and forth along two fixed trajectories. How many distinct intersection points are there between the two full trajectories? A. 0 B. 1 C. 2 D. 3 Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Example: <answer>A</a...	D
keyboard_sequence_L2_0015_v3	keyboard_sequence	keyboard_sequence_medium	medium	videos/keyboard_sequence_medium/keyboard_sequence_L2_0015_v3.mp4	[]	The video shows keyboard key presses. What is the 29th letter to appear in the video? Please provide only the single uppercase English letter inside the <answer>...</answer> tags. Do not add spaces, punctuation, or extra words. Example: <answer>A</answer>	M
hidden_container_L1_0045_v3	hidden_container	hidden_container_medium	medium	videos/hidden_container_medium/hidden_container_L1_0045_v3.mp4	[ "images/hidden_container_medium/hidden_container_L1_0045_v3_img1.png", "images/hidden_container_medium/hidden_container_L1_0045_v3_ref.png", "images/hidden_container_medium/hidden_container_L1_0045_v3_img3.png", "images/hidden_container_medium/hidden_container_L1_0045_v3_img4.png" ]	Based on the video, the ball moves inside an invisible container. The four reference images correspond to options A, B, C, and D in order. Choose the option whose boundary best matches the full bounce pattern, including whether the motion suggests a curved wall, flat sides, sharp corners, or a rotating polygon. Please ...	B
symbol_s_medium_0029_s2026622330	symbol_s	symbol_s_medium	medium	videos/symbol_s_medium/symbol_s_medium_0029_s2026622330.mp4	[]	Watch the full neon icon video. The query shape is "circle". Each reveal round lasts exactly 1 seconds. `reveals[k].shape` is the shape that lights up in round k. `reveals[k].matched` is 1 if that revealed shape matches `query_shape`, otherwise 0. `match_count` is the total number of reveal rounds with `matched=1`. Ple...	{"query_shape":"circle","reveals":{"1":{"shape":"square","matched":0},"2":{"shape":"semicircle","matched":0},"3":{"shape":"circle","matched":1},"4":{"shape":"semicircle","matched":0},"5":{"shape":"triangle","matched":0},"6":{"shape":"triangle","matched":0},"7":{"shape":"square","matched":0},"8":{"shape":"circle","match...
keyboard_sequence_s_L1_0008_v3	keyboard_sequence_s	keyboard_sequence_s_hard	hard	videos/keyboard_sequence_s_hard/keyboard_sequence_s_L1_0008_v3.mp4	[]	The video shows keyboard key presses. Report the full order in which letters appear in the video. Please provide only the uppercase letter sequence inside the <answer>...</answer> tags. Do not add spaces, punctuation, or separators. Example: <answer>BANANA</answer>	URYENGRCLGHHLE
cups_shuffle_s_medium_0011_s2026162312	cups_shuffle_s	cups_shuffle_s_medium	medium	videos/cups_shuffle_s_medium/cups_shuffle_s_medium_0011_s2026162312.mp4	[]	Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, and D refer to the fixed screen positions from left to right. Please provide only the JSON object inside the <answer>...</answer> tags. Use this exact JSON format: <answer>{"swap_pa...	{"swap_pairs":{"1":["A","D"],"2":["A","C"],"3":["A","B"],"4":["A","D"],"5":["A","B"],"6":["A","D"],"7":["C","D"],"8":["B","C"],"9":["A","D"],"10":["C","D"],"11":["B","D"],"12":["B","C"],"13":["A","B"],"14":["B","D"],"15":["B","C"],"16":["A","D"],"17":["C","D"],"18":["A","D"],"19":["B","D"],"20":["A","C"]}}
card_relocation_s_L1.5_0007_v3	card_relocation_s	card_relocation_s_medium	medium	videos/card_relocation_s_medium/card_relocation_s_L1.5_0007_v3.mp4	[]	Watch the full card trick video and track the target card. The target card is A. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `p...	{"target_card":"A","initial_position":"A","position_trace":{"1":"A","2":"A","3":"H","4":"H","5":"C","6":"C","7":"E","8":"E","9":"E"},"move_trace":{"1":0,"2":0,"3":1,"4":0,"5":1,"6":0,"7":1,"8":0,"9":0},"move_count":3}
rotation_center_L1_0024_v3	rotation_center	rotation_center_hard	hard	videos/rotation_center_hard/rotation_center_L1_0024_v3.mp4	"images/rotation_center_hard/rotation_center_L1_0024_v3_ref.png"	Please watch the video and refer to the accompanying annotated image (points A/B/C/D). Which labeled point is the rotation center of the image in the video? Format requirements: Please provide only the single option letter (e.g., A, B, C, or D) within the <answer>...</answer> tags. Put only the final answer inside <an...	B
symbol_hard_L0.25_fix_0039_v3	symbol	symbol_easy	easy	videos/symbol_easy/symbol_hard_L0.25_fix_0039_v3.mp4	[]	Watch the full neon icon video. The query shape is "semicircle". Each reveal round lasts exactly 1.4 seconds. Count how many revealed shapes match semicircle across the whole video. Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	4
cups_trick_s_hard_0017_s2026202318	cups_trick_s	cups_trick_s_hard	hard	videos/cups_trick_s_hard/cups_trick_s_hard_0017_s2026202318.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, D, E, F, G, and H refer to the fixed screen positions from left to right. Ignore which cup is empty for the final answ...	{"swap_pairs":{"1":["A","F"],"2":["C","F"],"3":["B","D"],"4":["C","F"],"5":["F","G"],"6":["C","F"],"7":["A","E"],"8":["A","C"],"9":["C","G"],"10":["A","C"],"11":["A","H"],"12":["C","D"],"13":["B","F"],"14":["B","E"],"15":["A","D"]}}
cups_trick_L1_0048_v3	cups_trick	cups_trick_medium	medium	videos/cups_trick_medium/cups_trick_L1_0048_v3.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. At the end of the video, which cup is empty? The cups are labeled A, B, C, D, E, F, G, and H from left to right. Please provide only the single option letter inside <answer>...</answer>. Example: <answer>A</answer>	D
inclusion_object_hard_L0.5_fix_0022_v3	inclusion_object	inclusion_object_medium	medium	videos/inclusion_object_medium/inclusion_object_hard_L0.5_fix_0022_v3.mp4	[]	Watch the whole video carefully. A moving foreground object covers different small objects at different times. How many small objects are there in total? Please provide only the final integer inside <answer>...</answer>.	14
speed_comparison_unseen_0010_v3	speed_comparison	speed_comparison_hard	hard	videos/speed_comparison_hard/speed_comparison_unseen_0010_v3.mp4	[]	Based on the video, multiple colored balls are orbiting the center at different speeds. Which colored ball has the fastest speed? A. Red B. Blue C. Green D. Purple E. Pink F. Orange Please provide only the single option letter (e.g., A, B, C, D, E, F) within the <answer>...</answer> tags. Example: <answer>A</answer>	D
cups_trick_s_L1_0001_v3	cups_trick_s	cups_trick_s_medium	medium	videos/cups_trick_s_medium/cups_trick_s_L1_0001_v3.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. Please track every swap round throughout the full video and report which two labeled cup positions swap in each round. The labels A, B, C, D, E, F, G, and H refer to the fixed screen positions from left to right. Ignore which cup is empty for the final answ...	{"swap_pairs":{"1":["B","F"],"2":["A","H"],"3":["B","H"],"4":["B","D"],"5":["E","G"],"6":["F","G"],"7":["C","H"],"8":["A","E"],"9":["B","G"],"10":["E","G"]}}
card_relocation_hard_L0.25_fix_0039_v3	card_relocation	card_relocation_easy	easy	videos/card_relocation_easy/card_relocation_hard_L0.25_fix_0039_v3.mp4	[]	Please watch the full card trick video. The target card is C. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. How many times does the target card change position during the whole process? Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	4
grid_activation_s_medium_0038_s2026312339	grid_activation_s	grid_activation_s_medium	medium	videos/grid_activation_s_medium/grid_activation_s_medium_0038_s2026312339.mp4	[]	Watch the full video. Symbol reveals appear one at a time on a 7 by 8 grid. For the target symbol square, list every unique cell that shows square during the whole video. Use row-column coordinates where (0,0) is the top-left cell. Answer format: Please provide only the JSON object inside the <answer>...</answer> tags....	{"cells":[[2,0],[2,6],[3,6],[4,3],[4,4],[4,5]]}
maze_trace_easy_0008_s2026562282	maze_trace	maze_trace_easy	easy	videos/maze_trace_easy/maze_trace_easy_0008_s2026562282.mp4	[]	Watch the full video and focus on the moving ball as it travels through the maze to the goal. Count how many times the ball changes direction before it reaches the goal. Count only direction changes between consecutive path segments; do not count the initial start or the final stop at the goal as turns. Please provide ...	5
card_relocation_hard_L0.75_fix_0021_v3	card_relocation	card_relocation_hard	hard	videos/card_relocation_hard/card_relocation_hard_L0.75_fix_0021_v3.mp4	[]	Please watch the full card trick video. The target card is B. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. How many times does the target card change position during the whole process? Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	25
maze_trace_medium_0047_s2026532348	maze_trace	maze_trace_medium	medium	videos/maze_trace_medium/maze_trace_medium_0047_s2026532348.mp4	[]	Watch the full video and focus on the moving ball as it travels through the maze to the goal. Count how many times the ball changes direction before it reaches the goal. Count only direction changes between consecutive path segments; do not count the initial start or the final stop at the goal as turns. Please provide ...	11
card_relocation_s_L1_0046_v3	card_relocation_s	card_relocation_s_easy	easy	videos/card_relocation_s_easy/card_relocation_s_L1_0046_v3.mp4	[]	Watch the full card trick video and track the target card. The target card is B. The labels A, B, C, and D are fixed screen positions from left to right, not card identities. The front reveal and the flip are setup only; they do not count as swap rounds. `initial_position` is the position before round 1. `position_trac...	{"target_card":"B","initial_position":"B","position_trace":{"1":"B","2":"B","3":"B","4":"D","5":"D","6":"D"},"move_trace":{"1":0,"2":0,"3":0,"4":1,"5":0,"6":0},"move_count":1}
maze_trace_hard_0023_s2026582216	maze_trace	maze_trace_hard	hard	videos/maze_trace_hard/maze_trace_hard_0023_s2026582216.mp4	[]	Watch the full video and focus on the moving ball as it travels through the maze to the goal. Count how many times the ball changes direction before it reaches the goal. Count only direction changes between consecutive path segments; do not count the initial start or the final stop at the goal as turns. Please provide ...	19
neon_word_s_medium_0036_s2026562337_cawsqumijiparogwxploofiw	neon_word_s	neon_word_s_medium	medium	videos/neon_word_s_medium/neon_word_s_medium_0036_s2026562337_cawsqumijiparogwxploofiw.mp4	[]	Watch the full neon sign video. Each reveal round lasts exactly 3 seconds. `reveals[k].char` is the letter that lights up in round k. `reveals[k].slot_index` is the fixed 1-based left-to-right slot where that letter belongs in the final word. `final_word` is the final string read from slot 1 to the last slot. Please pr...	{"final_word":"CAWSQUMIJIPAROGWXPLOOFIW","reveals":{"1":{"char":"O","slot_index":21},"2":{"char":"P","slot_index":18},"3":{"char":"J","slot_index":9},"4":{"char":"W","slot_index":24},"5":{"char":"I","slot_index":10},"6":{"char":"P","slot_index":11},"7":{"char":"W","slot_index":3},"8":{"char":"A","slot_index":12},"9":{"...
cups_trick_hard_0012_s2026242313	cups_trick	cups_trick_hard	hard	videos/cups_trick_hard/cups_trick_hard_0012_s2026242313.mp4	[]	Exactly one cup is empty while the other 7 cups contain balls. At the end of the video, which cup is empty? The cups are labeled A, B, C, D, E, F, G, and H from left to right. Please provide only the single option letter inside <answer>...</answer>. Example: <answer>A</answer>	A
falling_shape_hard_L0.75_fix_0029_v3	falling_shape	falling_shape_hard	hard	videos/falling_shape_hard/falling_shape_hard_L0.75_fix_0029_v3.mp4	[]	Watch the full video. Count how many rectangle fall from the top across the whole video. Please provide only the single integer within the <answer>...</answer> tags. Example: <answer>4</answer>	22
card_relocation_hard_L0.25_fix_0005_v3	card_relocation	card_relocation_easy	easy	videos/card_relocation_easy/card_relocation_hard_L0.25_fix_0005_v3.mp4	[]	Please watch the full card trick video. The target card is D. The labels A, B, C, D, E, F, G, and H are fixed screen positions from left to right. How many times does the target card change position during the whole process? Please provide only the final integer inside <answer>...</answer>. Example: <answer>3</answer>	7
cups_shuffle_L0.75_0002_v3	cups_shuffle	cups_shuffle_medium	medium	videos/cups_shuffle_medium/cups_shuffle_L0.75_0002_v3.mp4	[]	Based on the video, which cup is the red ball under at the end? The cups are labeled A, B, C, D, E, F, G, and H from left to right. Please provide only the single option letter inside <answer>...</answer>. Example: <answer>A</answer>	A

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Video-MME-Logical

A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

Hohin Kwan*, Hongyu Li*, Ray Zhang, Manyuan Zhang, Xianghao Kong, Anyi Rao, Jiahao Xie, and Si Liu

* Equal contribution.

Project Page | Paper | GitHub | HF Paper

Abstract

Video-MME-Logical is a controlled benchmark for video temporal-logical reasoning: the ability to maintain, update, and compose evidence as visual states evolve across frames. It organizes evaluation around five temporal-logical operations and uses programmatic generation to control object states, transitions, temporal dependencies, and logical compositions. The benchmark supports difficulty-controlled final-answer evaluation and intermediate-state diagnostics that verify whether a model recovers the required reasoning trace before producing its final answer.

Experiments with state-of-the-art multimodal large language models reveal a substantial human-model gap, especially as temporal-logical complexity increases. Video-MME-Logical provides a scalable testbed for analyzing and improving this capability.

Benchmark at a Glance

Scope	Scale	Notes
Full benchmark described in the paper	503,750 videos	500,000 training videos and 3,750 test videos
Full test set	3,750 test samples	3,750 videos and 900 reference images
Mini Set (10% subset)	375 test samples	375 videos and 90 reference images; 125 samples per difficulty
Task taxonomy	25 task categories	Five temporal-logical operations
Difficulty settings	3 levels	Easy, medium, and hard
Intermediate-state subset	8 task categories	Structured reasoning traces with exact-match verification

Release scope: this repository provides the full 3,750-example test set and its 375-example Mini Set. The 500K training dataset is available separately.

Mini Set (375 samples)

For quick evaluation, download our fixed 10% subset: 25 tasks × 3 difficulty levels × 5 samples. It contains 375 videos and 90 reference images, with 125 samples per difficulty. Samples are selected without replacement using seed 20261012; original questions, answers, and media are unchanged.

Download Mini Set · Manifest · Sampling metadata · GitHub

hf download marcuskwan/video-mme-logical video_mme_logical_mini.zip --type dataset --local-dir data/hf
unzip data/hf/video_mme_logical_mini.zip -d data
# Manifest: data/video-mme-logical-mini/mini_test_375.json

Mini Set baseline (2026-10-12): GPT 6.1 Sol / Medium, independent Codex calls, video frames at 2 FPS plus required reference images, no tools, and the unchanged exact-match scorer.

Evaluation subset	Overall	Easy	Medium	Hard
Final-answer tasks (Video-MME-Logical Mini, 255 samples)	91.0% (232/255)	91.8% (78/85)	90.6% (77/85)	90.6% (77/85)
Intermediate-state tasks (Video-MME-Logical-S Mini, 120 samples)	65.0% (78/120)	67.5% (27/40)	60.0% (24/40)	67.5% (27/40)

The combined score across both subsets is 82.7% (310/375); this aggregate is provided only as a reference. Intermediate-state tasks use the original exact-match scorer for the complete annotated state sequence, without partial credit.

Direct-answer accuracy: 91.0% (232/255). Intermediate-state accuracy: 65.0% (78/120). These scores apply to the Mini Set; the full benchmark results are listed separately below. Detailed results on GitHub.

Task Taxonomy

Operation	What it evaluates
State Tracking	Maintaining hidden or latent object states across visual transformations
Sequential Counting	Accumulating discrete evidence over time
Temporal Ordering	Recovering the order of state changes, revealed symbols, or event sequences
Dynamic Spatiality	Geometric and motion-based inference
Structural Composition	Composing spatial structures across viewpoints, occlusions, and partial observations

Easy, medium, and hard settings increase the temporal horizon and reasoning complexity while preserving the underlying task definition.

Controlled Construction

Each task category is implemented as an executable program with temporal transitions, scene configuration, metadata construction, and video rendering. Program-recorded metadata supports question construction, exact answer computation, difficulty control, and intermediate-state supervision.

Released Files

video_mme_logical.zip
`-- video-mme-logical/
    |-- three_level_testset.json
    |-- videos/                  # 3,750 video files
    `-- images/                  # 900 referenced images

Each record in three_level_testset.json contains:

Field	Description
`id`	Unique sample identifier
`parent_major`	Task category (25 categories)
`major`	Task category with difficulty suffix (75 combinations)
`difficulty`	Easy, medium, or hard setting
`video_path`	Relative path to the sample video
`image_paths`	Optional relative paths to referenced images
`question`	Evaluation prompt
`answer`	Ground-truth answer

Relative media paths are resolved from the directory containing three_level_testset.json.

Download

Install the current Hugging Face CLI and download the archive:

python3 -m pip install -U huggingface_hub
mkdir -p data/hf
hf download marcuskwan/video-mme-logical video_mme_logical.zip \
  --type dataset \
  --local-dir data/hf
unzip data/hf/video_mme_logical.zip -d data

After extraction, the test manifest is available at:

data/video-mme-logical/three_level_testset.json

Evaluation

The public GitHub repository includes a minimal Gemini API evaluator and a complete reproduction guide:

Run a five-example smoke test before a full evaluation:

git clone https://github.com/Mrakas/video-mme-logical.git
cd video-mme-logical

python3 -m pip install -U huggingface_hub
mkdir -p data/hf
hf download marcuskwan/video-mme-logical video_mme_logical.zip \
  --type dataset \
  --local-dir data/hf
unzip data/hf/video_mme_logical.zip -d data

uv venv .venv
source .venv/bin/activate
uv pip install google-genai huggingface_hub

export GEMINI_API_KEY=your_key_here
python eval.py \
  --dataset data/video-mme-logical/three_level_testset.json \
  --model gemini-3-pro-preview \
  --limit 5 \
  --output runs/gemini-3-pro-preview_smoke_predictions.jsonl

The evaluator writes JSONL predictions and prints the final exact-match accuracy. API credentials are not included in this release.

Selected Zero-Shot Results

Accuracy (%) on Video-MME-Logical. The table is intentionally compact; see the paper or project leaderboard for full results.

Model	Overall	Easy	Medium	Hard
Human Level	95.9	98.4	95.9	93.4
Qwen2.5-VL-72B-Instruct	12.5	15.2	13.1	9.1
Qwen3-VL-30B-A3B-Think	10.3	16.0	8.7	6.1
GPT-5.4	22.7	31.7	20.3	16.1
Gemini-3.1 Pro	28.6	33.1	24.1	20.6

Intermediate-state evaluation is substantially harder: human performance is 96.1%, while GPT-5.4 and Gemini-3.1 Pro reach 17.4% and 10.8%, respectively, on Video-MME-Logical-S.

Citation

@article{kwan2026video,
  title={Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning},
  author={Kwan, Hohin and Li, Hongyu and Zhang, Ray and Zhang, Manyuan and Kong, Xianghao and Rao, Anyi and Xie, Jiahao and Liu, Si},
  journal={arXiv preprint arXiv:2606.27828},
  year={2026}
}

License

The dataset release in this Hugging Face repository is distributed under the Creative Commons Attribution 4.0 International License. The evaluation code in the GitHub repository is distributed under the MIT License.

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Paper for marcuskwan/video-mme-logical

Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

Paper • 2606.27828 • Published Jun 26 • 25