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8400ff0f-6d04-5352-8d20-14a21f367948
8400ff0f-6d04-5352-8d20-14a21f367948
Frantic Falling Carnival
hard
{"scenario": {"name": "Frantic Falling Carnival", "description": "A group of carnival balls bounce and fall in a chaotic environment, with some disappearing upon collision and others changing colors.", "difficulty": "hard", "unreal_rules": [], "primary_rule": "realistic", "collision_required": false, "max_collisions": ...
{"scenario_name": "Frantic Falling Carnival", "difficulty": "hard", "primary_rule": "realistic", "rules": [], "num_collisions": 494, "collisions": [{"frame": 78, "force": 361.8580278284795, "position": [1.1567384535280831, -3.637203363012647, 1.722747869229243], "contact_normal": [0.004017226552514704, 0.00874453460983...
rule_identification
Which rules are applied in this video?
['There is no friction: moving objects do not slow down on the surface.', 'Conservation of momentum holds during interactions.', 'There is no gravity: objects float instead of falling.', 'Gravity is reversed: objects fall upward instead of downward.', 'After a collision, the colliding objects change color.']
[1]
rule_description
Describe the governing physics in this video. What is unusual (or normal) about how objects behave?
{"applied_rule_ids": [], "realistic_physics": true, "canonical_descriptions": ["Objects behave according to normal physics (downward gravity, friction, no spontaneous spawning)."]}
explanatory_reasoning
Why did the objects behave normally?
['Magic rules are applied to the object.', 'Ghost forces are pushing it.', 'The object has its own engine.', 'The simulation follows standard physics rules.', 'The gravity is fluctuating randomly.']
[3]
predictive
Based on the video so far, what will happen next?
['Objects will start spinning rapidly.', 'One of the red torus and the magenta gear will disappear.', 'The red torus and the magenta gear will bounce off each other.', 'The objects will freeze in place immediately.', 'A new object will appear.']
[2]
test/8400ff0f-6d04-5352-8d20-14a21f367948/output.mp4
output_prediction.mp4
true
[]
test/8400ff0f-6d04-5352-8d20-14a21f367948/output.mp4
748870fc-d489-5e4b-b97e-dd1f99e1969d
748870fc-d489-5e4b-b97e-dd1f99e1969d
Frictionless Drop
medium
{"scenario": {"name": "Frictionless Drop", "description": "A box and a ball drop simultaneously from the same height. The box slides frictionlessly across the floor while the ball bounces.", "difficulty": "medium", "unreal_rules": [], "primary_rule": "realistic", "collision_required": false, "max_collisions": 100, "que...
{"scenario_name": "Frictionless Drop", "difficulty": "medium", "primary_rule": "realistic", "rules": [], "num_collisions": 25, "collisions": [{"frame": 69, "force": 0.0, "position": [-1.0568747655515436, -1.2750515748813585, 0.15262719858486945], "contact_normal": [-0.5515370394260024, -0.06613419924280713, -0.83152460...
rule_identification
Which rules are applied in this video?
['No new objects appear: objects cannot spawn out of nowhere.', 'After a collision, the colliding objects change color.', 'There is no gravity: objects float instead of falling.', 'Gravity is reversed: objects fall upward instead of downward.', 'Objects change color periodically over time.']
[0]
rule_description
Describe the governing physics in this video. What is unusual (or normal) about how objects behave?
{"applied_rule_ids": [], "realistic_physics": true, "canonical_descriptions": ["Objects behave according to normal physics (downward gravity, friction, no spontaneous spawning)."]}
explanatory_reasoning
Why did the objects behave normally?
['The simulation follows standard physics rules.', 'The simulation physics are broken.', 'The gravity is fluctuating randomly.', 'The object has its own engine.', 'Magic rules are applied to the object.']
[0]
predictive
Based on the video so far, what will happen next?
['The objects will freeze in place immediately.', 'The gravity will reverse direction.', 'The green gear and the orange sphere will change color.', 'The green gear and the orange sphere will bounce off each other.', 'The green gear and the orange sphere will speed up significantly.']
[3]
test/748870fc-d489-5e4b-b97e-dd1f99e1969d/output.mp4
output_prediction.mp4
true
[]
test/748870fc-d489-5e4b-b97e-dd1f99e1969d/output.mp4
7775ded8-9d0c-5ee0-8d20-40271989aef4
7775ded8-9d0c-5ee0-8d20-40271989aef4
Floating Ball Bounce
easy
{"scenario": {"name": "Floating Ball Bounce", "description": "A ball floats in a frictionless space and bounces off a wall, demonstrating the effects of a frictionless environment.", "difficulty": "easy", "unreal_rules": [], "primary_rule": "realistic", "collision_required": false, "max_collisions": 100, "question_type...
{"scenario_name": "Floating Ball Bounce", "difficulty": "easy", "primary_rule": "realistic", "rules": [], "num_collisions": 36, "collisions": [{"frame": 47, "force": 842.0281300230815, "position": [2.265350874206149, -0.3872421425449237, 0.28625034354030676], "contact_normal": [3.0327996546909087e-13, -2.42623972375272...
rule_identification
Which rules are applied in this video?
['There is no friction: moving objects do not slow down on the surface.', 'Objects gain speed after collisions instead of losing energy.', 'After a collision, one of the colliding objects disappears.', 'Gravity is reversed: objects fall upward instead of downward.', 'Objects do not vanish just because they collide.']
[4]
rule_description
Describe the governing physics in this video. What is unusual (or normal) about how objects behave?
{"applied_rule_ids": [], "realistic_physics": true, "canonical_descriptions": ["Objects behave according to normal physics (downward gravity, friction, no spontaneous spawning)."]}
explanatory_reasoning
Why did the objects behave normally?
['The simulation follows standard physics rules.', 'The simulation physics are broken.', 'Magic rules are applied to the object.', 'Ghost forces are pushing it.', 'The object has its own engine.']
[0]
predictive
Based on the video so far, what will happen next?
['One of the blue capsule and the white sphere will disappear.', 'The blue capsule and the white sphere will speed up significantly.', 'The blue capsule and the white sphere will bounce off each other.', 'The objects will freeze in place immediately.', 'The scene will turn black.']
[2]
test/7775ded8-9d0c-5ee0-8d20-40271989aef4/output.mp4
output_prediction.mp4
true
[]
test/7775ded8-9d0c-5ee0-8d20-40271989aef4/output.mp4
6db79823-ce97-5ee1-9483-949c3834b71e
6db79823-ce97-5ee1-9483-949c3834b71e
Hallway of Dreams
medium
{"scenario": {"name": "Hallway of Dreams", "description": "A medium difficulty scenario where objects interact with each other in a hallway, applying standard physics rules.", "difficulty": "medium", "unreal_rules": [], "primary_rule": "realistic", "collision_required": false, "max_collisions": 100, "question_types": [...
{"scenario_name": "Hallway of Dreams", "difficulty": "medium", "primary_rule": "realistic", "rules": [], "num_collisions": 29, "collisions": [{"frame": 99, "force": 1705.3019577020561, "position": [-2.4478191402284066, 0.8104359839278514, 0.15271779406200703], "contact_normal": [0.23407662549781122, 0.29647811915641903...
rule_identification
Which rules are applied in this video?
['After a collision, one of the colliding objects disappears.', 'Gravity is reversed: objects fall upward instead of downward.', 'After a collision, the colliding objects change color.', 'Objects change color periodically over time.', 'Object colors stay the same unless acted on.']
[4]
rule_description
Describe the governing physics in this video. What is unusual (or normal) about how objects behave?
{"applied_rule_ids": [], "realistic_physics": true, "canonical_descriptions": ["Objects behave according to normal physics (downward gravity, friction, no spontaneous spawning)."]}
explanatory_reasoning
Why did the objects behave normally?
['The gravity is fluctuating randomly.', 'The simulation physics are broken.', 'Ghost forces are pushing it.', 'Magic rules are applied to the object.', 'The simulation follows standard physics rules.']
[4]
predictive
Based on the video so far, what will happen next?
['The objects will freeze in place immediately.', 'The blue gear and the red capsule will bounce off each other.', 'The gravity will reverse direction.', 'The blue gear and the red capsule will change color.', 'One of the blue gear and the red capsule will disappear.']
[1]
test/6db79823-ce97-5ee1-9483-949c3834b71e/output.mp4
output_prediction.mp4
true
[]
test/6db79823-ce97-5ee1-9483-949c3834b71e/output.mp4
8f6dfcd0-6395-5414-940b-2549dd72b577
8f6dfcd0-6395-5414-940b-2549dd72b577
Momentum Mayhem
medium
"{\"scenario\": {\"name\": \"Momentum Mayhem\", \"description\": \"A chaotic scenario where objects (...TRUNCATED)
"{\"scenario_name\": \"Momentum Mayhem\", \"difficulty\": \"medium\", \"primary_rule\": \"realistic\(...TRUNCATED)
rule_identification
Which rules are applied in this video?
"['Objects gain speed after collisions instead of losing energy.', 'There is no friction: moving obj(...TRUNCATED)
[4]
rule_description
"Describe the governing physics in this video. What is unusual (or normal) about how objects behave?(...TRUNCATED)
"{\"applied_rule_ids\": [], \"realistic_physics\": true, \"canonical_descriptions\": [\"Objects beha(...TRUNCATED)
explanatory_reasoning
Why did the objects behave normally?
"['The simulation physics are broken.', 'The object has its own engine.', 'Ghost forces are pushing (...TRUNCATED)
[4]
predictive
Based on the video so far, what will happen next?
"['New objects will continuously spawn filling the space.', 'They will pass through each other like (...TRUNCATED)
[4]
test/8f6dfcd0-6395-5414-940b-2549dd72b577/output.mp4
output_prediction.mp4
true
[]
test/8f6dfcd0-6395-5414-940b-2549dd72b577/output.mp4
b51bf66e-c932-55c6-b81e-b96235edb6ef
b51bf66e-c932-55c6-b81e-b96235edb6ef
Floating Ball Toss
easy
"{\"scenario\": {\"name\": \"Floating Ball Toss\", \"description\": \"An easy test of basic physics (...TRUNCATED)
"{\"scenario_name\": \"Floating Ball Toss\", \"difficulty\": \"easy\", \"primary_rule\": \"realistic(...TRUNCATED)
rule_identification
Which rules are applied in this video?
"['Objects gain speed after collisions instead of losing energy.', 'Gravity is reversed: objects fal(...TRUNCATED)
[4]
rule_description
"Describe the governing physics in this video. What is unusual (or normal) about how objects behave?(...TRUNCATED)
"{\"applied_rule_ids\": [], \"realistic_physics\": true, \"canonical_descriptions\": [\"Objects beha(...TRUNCATED)
explanatory_reasoning
Why did the objects behave normally?
"['The simulation follows standard physics rules.', 'Ghost forces are pushing it.', 'The object has (...TRUNCATED)
[0]
predictive
Based on the video so far, what will happen next?
"['The blue gear and the blue cylinder will change color.', 'A new object will appear.', 'The object(...TRUNCATED)
[4]
test/b51bf66e-c932-55c6-b81e-b96235edb6ef/output.mp4
output_prediction.mp4
true
[]
test/b51bf66e-c932-55c6-b81e-b96235edb6ef/output.mp4
30f4b8aa-8518-5eb4-a83f-8fb9974c9e20
30f4b8aa-8518-5eb4-a83f-8fb9974c9e20
Rolling Ball and Bouncing Box
medium
"{\"scenario\": {\"name\": \"Rolling Ball and Bouncing Box\", \"description\": \"A rolling ball and (...TRUNCATED)
"{\"scenario_name\": \"Rolling Ball and Bouncing Box\", \"difficulty\": \"medium\", \"primary_rule\"(...TRUNCATED)
rule_identification
Which rules are applied in this video?
"['There is no friction: moving objects do not slow down on the surface.', 'After a collision, one o(...TRUNCATED)
[2]
rule_description
"Describe the governing physics in this video. What is unusual (or normal) about how objects behave?(...TRUNCATED)
"{\"applied_rule_ids\": [], \"realistic_physics\": true, \"canonical_descriptions\": [\"Objects beha(...TRUNCATED)
explanatory_reasoning
Why did the objects behave normally?
"['The simulation follows standard physics rules.', 'Magic rules are applied to the object.', 'Ghost(...TRUNCATED)
[0]
predictive
Based on the video so far, what will happen next?
"['The red sphere and the white cube will bounce off each other.', 'The objects will freeze in place(...TRUNCATED)
[0]
test/30f4b8aa-8518-5eb4-a83f-8fb9974c9e20/output.mp4
output_prediction.mp4
true
[]
test/30f4b8aa-8518-5eb4-a83f-8fb9974c9e20/output.mp4
a9a89854-38d9-5920-a61d-1cbfdbc98c10
a9a89854-38d9-5920-a61d-1cbfdbc98c10
Bouncing Ball Conundrum
easy
"{\"scenario\": {\"name\": \"Bouncing Ball Conundrum\", \"description\": \"A ball bounces around a f(...TRUNCATED)
"{\"scenario_name\": \"Bouncing Ball Conundrum\", \"difficulty\": \"easy\", \"primary_rule\": \"real(...TRUNCATED)
rule_identification
Which rules are applied in this video?
"['Friction applies: objects slow down and stop over time.', 'Objects change color periodically over(...TRUNCATED)
[0]
rule_description
"Describe the governing physics in this video. What is unusual (or normal) about how objects behave?(...TRUNCATED)
"{\"applied_rule_ids\": [], \"realistic_physics\": true, \"canonical_descriptions\": [\"Objects beha(...TRUNCATED)
explanatory_reasoning
Why did the objects behave normally?
"['The simulation physics are broken.', 'The gravity is fluctuating randomly.', 'The object has its (...TRUNCATED)
[3]
predictive
Based on the video so far, what will happen next?
"['The green cylinder and the white cylinder will bounce off each other.', 'The green cylinder and t(...TRUNCATED)
[0]
test/a9a89854-38d9-5920-a61d-1cbfdbc98c10/output.mp4
output_prediction.mp4
true
[]
test/a9a89854-38d9-5920-a61d-1cbfdbc98c10/output.mp4
8ba5ca79-7713-59b3-8e89-4039c98355dd
8ba5ca79-7713-59b3-8e89-4039c98355dd
Falling Blocks and Rotating Wheels
medium
"{\"scenario\": {\"name\": \"Falling Blocks and Rotating Wheels\", \"description\": \"A set of block(...TRUNCATED)
"{\"scenario_name\": \"Falling Blocks and Rotating Wheels\", \"difficulty\": \"medium\", \"primary_r(...TRUNCATED)
rule_identification
Which rules are applied in this video?
"['Objects do not vanish just because they collide.', 'After a collision, one of the colliding objec(...TRUNCATED)
[0]
rule_description
"Describe the governing physics in this video. What is unusual (or normal) about how objects behave?(...TRUNCATED)
"{\"applied_rule_ids\": [], \"realistic_physics\": true, \"canonical_descriptions\": [\"Objects beha(...TRUNCATED)
explanatory_reasoning
Why did the objects behave normally?
"['Magic rules are applied to the object.', 'The simulation follows standard physics rules.', 'The s(...TRUNCATED)
[1]
predictive
Based on the video so far, what will happen next?
"['The green cylinder and the cyan cylinder will change color.', 'The green cylinder and the cyan cy(...TRUNCATED)
[1]
test/8ba5ca79-7713-59b3-8e89-4039c98355dd/output.mp4
output_prediction.mp4
true
[]
test/8ba5ca79-7713-59b3-8e89-4039c98355dd/output.mp4
ce323bfb-5387-5027-94c3-e6884d1386c7
ce323bfb-5387-5027-94c3-e6884d1386c7
Frictional Frenzy
medium
"{\"scenario\": {\"name\": \"Frictional Frenzy\", \"description\": \"Objects sliding and bouncing ar(...TRUNCATED)
"{\"scenario_name\": \"Frictional Frenzy\", \"difficulty\": \"medium\", \"primary_rule\": \"realisti(...TRUNCATED)
rule_identification
Which rules are applied in this video?
"['Objects gain speed after collisions instead of losing energy.', 'Gravity is reversed: objects fal(...TRUNCATED)
[4]
rule_description
"Describe the governing physics in this video. What is unusual (or normal) about how objects behave?(...TRUNCATED)
"{\"applied_rule_ids\": [], \"realistic_physics\": true, \"canonical_descriptions\": [\"Objects beha(...TRUNCATED)
explanatory_reasoning
Why did the objects behave normally?
"['Ghost forces are pushing it.', 'Magic rules are applied to the object.', 'The object has its own (...TRUNCATED)
[4]
predictive
Based on the video so far, what will happen next?
"['Objects will suddenly stop moving.', 'The orange gear and the yellow gear will bounce off each ot(...TRUNCATED)
[1]
test/ce323bfb-5387-5027-94c3-e6884d1386c7/output.mp4
output_prediction.mp4
true
[]
test/ce323bfb-5387-5027-94c3-e6884d1386c7/output.mp4
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Unreal MLLM Dataset - realistic_scen

Physics simulation dataset with unreal rules for multimodal language model evaluation.

Dataset Structure

Each row contains:

  • Video file with physics simulation
  • Plan and metadata as JSON strings
  • Multiple QA items (Rule Identification, Explanatory Reasoning, Predictive)
  • Optional prediction video

Features

features:
  - name: difficulty
    dtype: string
  - name: file_name
    dtype: video
  - name: id
    dtype: string
  - name: metadata
    dtype: string
  - name: plan
    dtype: string
  - name: prediction_file_name
    dtype: video
  - name: q1_correct_answers
    dtype: string
  - name: q1_options
    dtype: string
  - name: q1_question
    dtype: string
  - name: q1_type
    dtype: string
  - name: q2_correct_answer
    dtype: string
  - name: q2_question
    dtype: string
  - name: q2_type
    dtype: string
  - name: q3_correct_answers
    dtype: string
  - name: q3_options
    dtype: string
  - name: q3_question
    dtype: string
  - name: q3_type
    dtype: string
  - name: q4_correct_answers
    dtype: string
  - name: q4_options
    dtype: string
  - name: q4_question
    dtype: string
  - name: q4_type
    dtype: string
  - name: rules
    dtype: string
  - name: scenario_name
    dtype: string
  - name: uuid
    dtype: string

Usage

from datasets import load_dataset

ds = load_dataset("UnrealMLLM/realistic_scen")

License

MIT

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