choices
dict
question_type
stringclasses
2 values
id
stringlengths
12
14
answer
stringlengths
1
40
youtube_url
stringlengths
42
92
metadata
dict
video
stringlengths
75
102
question
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{ "A": "Magnesium", "B": "Sodium", "C": "Copper", "D": "Zinc", "E": "Iron" }
multiple-choice
validation_200
B
https://www.youtube.com/watch?v=dmcfsEEogxs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Sodium", "https://en.wikipedia.org/wiki/Alkali_metal", "https://en.wikipedia.org/wiki/Reactivity_series", "https://en.wikipedia.org/wiki/Phenolphthalein" ], "rationale": "The metal demonstrated in the reactions is most likely Sodium. It is stored und...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/3.mp4
Which metal is most likely being demonstrated in the reactions?
videos/Chemistry/3.mp4
{ "A": "Speed", "B": "Temperature", "C": "Position", "D": "Mass", "E": "Inertia" }
multiple-choice
validation_201
E
https://www.youtube.com/watch?v=CHQOctEvtTY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Moment_of_inertia", "https://en.wikipedia.org/wiki/List_of_moments_of_inertia", "https://en.wikipedia.org/wiki/Rotation_around_a_fixed_axis" ], "rationale": "In the video, falling together, both have rotation Inertia, which is the ability of an object to...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/7.mp4
The physical variable shown in the video depends on which factor?
videos/Mechanics/7.mp4
{ "A": "The density of the table tennis ball is small, and the atmospheric pressure gives the falling object force, so the table tennis ball accelerates more.", "B": "There is a magnet underneath the metal tube, which repels the magnet block.", "C": "The metal tube has its own magnetic field, and the magnet block...
multiple-choice
validation_202
D
https://www.youtube.com/watch?v=o_NVdZfAaT0&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=8
{ "knowledge": [ "https://en.wikipedia.org/wiki/Faraday%27s_law_of_induction", "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Magnetic_damping", "https://en.wikipedia.org/wiki/Eddy_current" ], "rationale":...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/5.mp4
Why does a magnet fall slower than a ping pong ball?
videos/Electrical_Engineering/5.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_203
second
https://youtu.be/9kTVNmejpco?si=WemqSM7GaN1CyKms
{ "knowledge": [ "https://en.wikipedia.org/wiki/Equivalent_circuit", "https://en.wikipedia.org/wiki/Series_and_parallel_circuits", "https://en.wikipedia.org/wiki/Resistor", "https://en.wikipedia.org/wiki/Equivalent_series_resistance" ], "rationale": "The video showcases two circuits, both utilizin...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/6.mp4
Based on the circuits shown sequentially in the video, the ____ circuit has a higher main branch current.
videos/Electrical_Engineering/6.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_204
digits
https://www.youtube.com/watch?v=LyRWppObda4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Significant_figures", "https://en.wikipedia.org/wiki/Radix_sort", "https://en.wikipedia.org/wiki/Sorting_algorithm", "https://en.wikipedia.org/wiki/Time_complexity", "https://en.wikipedia.org/wiki/Computer_science_and_engineering" ], "rationale":...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/8.mp4
The time complexity of the algorithm visualized in the video is O(n × k), where 'k' represents the number of _______ in the maximum value.
videos/Computer_Science/8.mp4
{ "A": "The total electrical energy consumed increases, and the electrical energy is converted into heat energy and light energy.", "B": "The total electrical energy consumed is reduced, and electrical energy is only converted into chemical energy.", "C": "The total electrical energy consumed is reduced, and the ...
multiple-choice
validation_205
C
https://www.youtube.com/watch?v=geV9t2pUd8k&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=7
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electrical_resistance_and_conductance", "https://en.wikipedia.org/wiki/Ohm%27s_law", "https://en.wikipedia.org/wiki/Electromotive_force", "https://en.wikipedia.org/wiki/Electrical_network" ], "rationale": "When the metal rod is inserted into the sole...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/7.mp4
What happens to the electrical energy when the light bulb dims?
videos/Electrical_Engineering/7.mp4
{ "A": "Iron's high electrical resistivity increases the coil's resistance, reducing the current through the bulb.", "B": "Iron's high magnetic permeability increases the coil's inductance, raising the inductive reactance and decreasing the circuit's current, thus dimming the bulb.", "C": "Iron generates substant...
multiple-choice
validation_206
B
https://www.youtube.com/watch?v=geV9t2pUd8k&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=7
{ "knowledge": [ "https://en.wikipedia.org/wiki/RLC_circuit", "https://en.wikipedia.org/wiki/Electrical_reactance", "https://en.wikipedia.org/wiki/Magnetic_core", "https://en.wikipedia.org/wiki/Permeability_(electromagnetism)", "https://en.wikipedia.org/wiki/Ferromagnetism" ], "rationale": "In...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/7.mp4
which of the following best explains why the light bulb dims most significantly when using the iron rod?
videos/Electrical_Engineering/7.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_207
Jaw-thrust maneuver
https://www.youtube.com/watch?v=b4yZdK4-NbY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Spinal_precautions", "https://en.wikipedia.org/wiki/Emergency_medical_services", "https://en.wikipedia.org/wiki/Jaw-thrust_maneuver", "https://en.wikipedia.org/wiki/Advanced_trauma_life_support", "https://en.wikipedia.org/wiki/Airway_management" ],...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/6.mp4
According to medical standards, if the patient in the video is suspected of having a spinal injury, the examination method shown is inappropriate. The __________ should be used instead.
videos/Clinical_Medicine/6.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_208
mitral
https://www.youtube.com/watch?v=30iIC_8E5QA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Physical_examination", "https://en.wikipedia.org/wiki/Pulmonary_valve", "https://en.wikipedia.org/wiki/Auscultation", "https://en.wikipedia.org/wiki/Cardiac_examination", "https://en.wikipedia.org/wiki/Heart_sounds" ], "rationale": "From this seg...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/7.mp4
According to standard auscultation sites, this position in the video corresponds to the **_____** area.
videos/Clinical_Medicine/7.mp4
{ "A": "tricuspid area", "B": "Erb's point", "C": "aortic area", "D": "pulmonary area", "E": "mitral area" }
multiple-choice
validation_209
E
https://www.youtube.com/watch?v=30iIC_8E5QA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Auscultation", "https://en.wikipedia.org/wiki/Cardiac_examination", "https://en.wikipedia.org/wiki/Heart_sounds", "https://en.wikipedia.org/wiki/Mitral_valve", "https://en.wikipedia.org/wiki/Surface_anatomy#Surface_anatomy_of_the_thorax", "https:...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/7.mp4
What is included in the auscultation area in the video?
videos/Clinical_Medicine/7.mp4
{ "A": "Electrocardiography (ECG)", "B": "Phonocardiography", "C": "Echocardiography (Ultrasound)", "D": "Cardiac Magnetic Resonance Imaging (MRI)", "E": "Chest Radiography (X-ray)" }
multiple-choice
validation_210
B
https://www.youtube.com/watch?v=30iIC_8E5QA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Phonocardiogram", "https://en.wikipedia.org/wiki/Stethoscope", "https://en.wikipedia.org/wiki/Electrocardiography", "https://en.wikipedia.org/wiki/Echocardiography", "https://en.wikipedia.org/wiki/Chest_radiograph", "https://en.wikipedia.org/wiki...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/7.mp4
Based on the video description, which of the following diagnostic modalities is the doctor most likely using to evaluate the patient's cardiac function?
videos/Clinical_Medicine/7.mp4
{ "A": "Ventricular septal defect causing left-to-right shunt", "B": "Mitral regurgitation due to rheumatic heart disease", "C": "Aortic stenosis due to age-related calcific changes", "D": "Tricuspid regurgitation secondary to infective endocarditis", "E": "Pulmonary stenosis causing right ventricular outflow...
multiple-choice
validation_211
B
https://www.youtube.com/watch?v=30iIC_8E5QA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Heart_murmur", "https://en.wikipedia.org/wiki/Ventricular_septal_defect", "https://en.wikipedia.org/wiki/Mitral_regurgitation", "https://en.wikipedia.org/wiki/Tricuspid_regurgitation", "https://en.wikipedia.org/wiki/Valvular_heart_disease", "http...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/7.mp4
The doctor uses an electronic stethoscope to graphically display heart sounds and identifies a holosystolic (pansystolic) murmur. The best auscultation area corresponds to the region shown in the video. Which of the following is the most likely cause of this patient’s cardiac findings?
videos/Clinical_Medicine/7.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_212
cardiac sphincter
https://www.youtube.com/watch?v=bUrZKQzrixI
{ "knowledge": [ "https://en.wikipedia.org/wiki/Esophagus", "https://en.wikipedia.org/wiki/Gastroesophageal_reflux_disease", "https://en.wikipedia.org/wiki/Heartburn" ], "rationale": "The video shows the process of excessive gastric fluid entering the esophagus, indicating that the patient has Gastroe...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/8.mp4
In patients with the disease shown in the video, dysfunction of _____ would lead to damage to the body’s functioning.
videos/Clinical_Medicine/8.mp4
{ "A": "Earth's revolution", "B": "Earth's Atmospheric circulation", "C": "Earth's Movement of crustal plates", "D": "Earth's rotation", "E": "Earth's gravity" }
multiple-choice
validation_213
D
https://www.youtube.com/watch?v=ceJOBFj3hKs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Rotation", "https://en.wikipedia.org/wiki/Earth%27s_rotation" ], "rationale": "The video shows that the Earth rotates around its own axis, which is called rotation.", "subject": "Geography", "textbook": "Fundamentals of Geophysics, 2th Edition (William L...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/3.mp4
What phenomenon is reflected in the video?
videos/Geography/3.mp4
{ "A": "Fe", "B": "K", "C": "Ag", "D": "Li", "E": "Na" }
multiple-choice
validation_214
E
https://www.youtube.com/watch?v=dmcfsEEogxs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Sodium", "https://en.wikipedia.org/wiki/Alkali_metal", "https://en.wikipedia.org/wiki/Reactivity_series", "https://en.wikipedia.org/wiki/Properties_of_metals,_metalloids_and_nonmetals" ], "rationale": "From the storage of the solid in the video, it i...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/4.mp4
What metal is most likely in the video?
videos/Chemistry/4.mp4
{ "A": "The metal is iron, which reacts slowly with water to produce hydrogen gas; the pink liquid is an acid-base indicator showing acidity due to the formation of iron(III) ions.", "B": "The metal is potassium, which reacts vigorously with water to produce potassium hydroxide and oxygen gas; the pink liquid is ph...
multiple-choice
validation_215
E
https://www.youtube.com/watch?v=dmcfsEEogxs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Alkali_metal", "https://en.wikipedia.org/wiki/Sodium", "https://en.wikipedia.org/wiki/Phenolphthalein" ], "rationale": "Based on the observations described in the video—including the metal's appearance and handling, its reaction with water, the electri...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/4.mp4
Which of the following best explains the chemical processes occurring and correctly identifies the substances involved?
videos/Chemistry/4.mp4
{ "A": "Hydrogen gas is evolved; the solution becomes basic due to the formation of sodium hydroxide; the added solution at the end is phenolphthalein, which turns pink in basic solutions.", "B": "Oxygen gas is evolved; the solution becomes acidic due to the formation of hydrochloric acid; the added solution at the...
multiple-choice
validation_216
A
https://www.youtube.com/watch?v=dmcfsEEogxs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Alkali_metal", "https://en.wikipedia.org/wiki/Phenolphthalein", "https://en.wikipedia.org/wiki/Sodium_hydroxide" ], "rationale": "In the video, the reactions observed when the metal is placed in water, the formation of bubbles, and the addition of a pink...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/4.mp4
Which of the following correctly explains the reactions?
videos/Chemistry/4.mp4
{ "A": "92gm", "B": "276gm", "C": "112gm", "D": "230gm", "E": "138gm" }
multiple-choice
validation_217
A
https://www.youtube.com/watch?v=iU7e3T38mJ0
{ "knowledge": [ "https://en.wikipedia.org/wiki/Fluid_dynamics", "https://en.wikipedia.org/wiki/Displacement_(fluid)", "https://en.wikipedia.org/wiki/Archimedes%27_principle", "https://en.wikipedia.org/wiki/Buoyancy" ], "rationale": "Because of the Archimedes' principle, the buoyant force is equal...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/8.mp4
How much buoyancy does the weight object experience?
videos/Mechanics/8.mp4
{ "A": "2.0 g/cm³", "B": "2.2 g/cm³", "C": "2.5 g/cm³", "D": "2.7 g/cm³", "E": "3.0 g/cm³" }
multiple-choice
validation_218
C
https://www.youtube.com/watch?v=iU7e3T38mJ0
{ "knowledge": [ "https://en.wikipedia.org/wiki/Density", "https://en.wikipedia.org/wiki/Archimedes%27_principle", "https://en.wikipedia.org/wiki/Buoyancy" ], "rationale": "The density of the stone is calculated using its weight in air (230 gm) and its apparent weight in water (138 gm). The buoyant fo...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/8.mp4
Based on the measurements from the demonstration video, what is the approximate density of the stone in grams per cubic centimeter (g/cm³)?
videos/Mechanics/8.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_219
star
https://www.youtube.com/watch?v=4qrXpVelP80
{ "knowledge": [ "https://en.wikipedia.org/wiki/Growth%E2%80%93share_matrix", "https://en.wikipedia.org/wiki/Market_share", "https://en.wikipedia.org/wiki/Product_management", "https://en.wikipedia.org/wiki/Nestl%C3%A9" ], "rationale": "Nestlé’s food and beverage products hold a dominant positi...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Management/3.mp4
According to the BCG Matrix, the product in the video would be categorized as a **______**.
videos/Management/3.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_220
political
https://www.youtube.com/watch?v=Q73s8v_d46M
{ "knowledge": [ "https://en.wikipedia.org/wiki/Volatility_(finance)", "https://en.wikipedia.org/wiki/Economic_effects_of_Brexit", "https://en.wikipedia.org/wiki/Foreign_exchange_risk", "https://en.wikipedia.org/wiki/Political_risk" ], "rationale": "The video's analysis highlights the volatility o...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Economics/3.mp4
The incident shown in the video illustrates the impact on financial markets and highlights the concept of **_____ risk**.
videos/Economics/3.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_221
walers
https://www.youtube.com/watch?v=C6ZKnqzesV0
{ "knowledge": [ "https://en.wikipedia.org/wiki/Waler", "https://en.wikipedia.org/wiki/Retaining_wall", "https://en.wikipedia.org/wiki/Geotechnical_engineering" ], "rationale": "In retaining wall construction, the horizontal wooden beams that brace the vertical planks are known as walers. This term is...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/3.mp4
The horizontal wooden beams shown in the video are called **______**.
videos/Civil_Engineering/3.mp4
{ "A": "Multiple sclerosis", "B": "Schizophrenia", "C": "Amyotrophic lateral sclerosis", "D": "Dementia", "E": "Stroke" }
multiple-choice
validation_222
A
https://www.youtube.com/watch?v=WNRkZ3N73kk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Multiple_sclerosis", "https://en.wikipedia.org/wiki/Node_of_Ranvier", "https://en.wikipedia.org/wiki/Saltatory_conduction", "https://en.wikipedia.org/wiki/Myelin", "https://en.wikipedia.org/wiki/Demyelinating_disease" ], "rationale": "The neuron ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/10.mp4
Which disease could disrupt the action potential conduction way shown in the left neuron in this video?
videos/Neurobiology/10.mp4
{ "A": "Multiple sclerosis", "B": "Guillain-Barré syndrome", "C": "Myasthenia gravis", "D": "Lambert-Eaton myasthenic syndrome", "E": "Duchenne muscular dystrophy" }
multiple-choice
validation_223
B
https://www.youtube.com/watch?v=WNRkZ3N73kk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Multiple_sclerosis", "https://en.wikipedia.org/wiki/Guillain%E2%80%93Barr%C3%A9_syndrome", "https://en.wikipedia.org/wiki/Duchenne_muscular_dystrophy", "https://en.wikipedia.org/wiki/Lambert%E2%80%93Eaton_myasthenic_syndrome", "https://en.wikipedia.o...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/10.mp4
Which of the following conditions involves damage to peripheral nerves, leading to impairment of the mechanism described in the video and resulting in worsening muscle weakness?
videos/Neurobiology/10.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_224
parasympathetic
https://www.youtube.com/watch?v=0lr-82ey1_I
{ "knowledge": [ "https://en.wikipedia.org/wiki/Digestion", "https://en.wikipedia.org/wiki/Parasympathetic_nervous_system", "https://en.wikipedia.org/wiki/Autonomic_nervous_system" ], "rationale": "Mechanical and chemical digestion in the stomach, as shown in the video, are involuntary processes contr...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/11.mp4
The mechanical and chemical processes depicted in the video are primarily stimulated by the ________ branch of the autonomic nervous system.
videos/Neurobiology/11.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_225
cycle
https://www.youtube.com/watch?v=Pu2_2ftkwdo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Graph_theory", "https://en.wikipedia.org/wiki/Minimum_spanning_tree", "https://en.wikipedia.org/wiki/Kruskal%27s_algorithm", "https://en.wikipedia.org/wiki/Directed_graph", "https://en.wikipedia.org/wiki/Cycle_detection" ], "rationale": "In the a...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/9.mp4
The red line drawn from Salem to Eugene indicates that adding this edge would create a **____**.
videos/Computer_Science/9.mp4
{ "A": "There are electrons in the air between the sphere and the plastic strip, which attract or repel the two uncharged plastic rods and sphere.", "B": "Under the influence of gravity, the plastic strips repeatedly vibrate around the spherical shell.", "C": "The spherical shell generates a magnetic field, and t...
multiple-choice
validation_226
E
https://www.youtube.com/watch?v=HbxZvcYOD50&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=22
{ "knowledge": [ "https://en.wikipedia.org/wiki/Coulomb%27s_law", "https://en.wikipedia.org/wiki/Electric_charge", "https://en.wikipedia.org/wiki/Electrostatic_induction", "https://en.wikipedia.org/wiki/Electric_field" ], "rationale": "The plastic strip is initially uncharged, but the amount of ch...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/8.mp4
What is the explanation between the motion of the two objects?
videos/Electrical_Engineering/8.mp4
{ "A": "Autoimmune destruction of pancreatic beta cells resulting in absolute insulin deficiency.", "B": "Overproduction of insulin causing downregulation of insulin receptors on peripheral tissues.", "C": "Impaired insulin secretion due to pancreatic beta-cell exhaustion without insulin resistance.", "D": "Exc...
multiple-choice
validation_227
E
https://youtu.be/VbwRYFMPZS4?si=bHkXAxmr2mEQiQrT
{ "knowledge": [ "https://en.wikipedia.org/wiki/Insulin_resistance", "https://en.wikipedia.org/wiki/Pharmacotherapy", "https://en.wikipedia.org/wiki/Endocrine_system", "https://en.wikipedia.org/wiki/Diabetes_management", "https://en.wikipedia.org/wiki/Type_2_diabetes" ], "rationale": "The vide...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/5.mp4
Based on the video, which of the following best describes the primary pathophysiological defect leading to the condition depicted?
videos/Pharmacy/5.mp4
{ "A": "Administer tetanus immune globulin and initiate the DTaP vaccination series.", "B": "Begin the hepatitis B vaccination series immediately.", "C": "Provide rabies post-exposure prophylaxis with vaccine and immunoglobulin.", "D": "Administer the inactivated poliovirus vaccine to prevent polio infection.",...
multiple-choice
validation_228
A
https://www.youtube.com/watch?v=e6bLlFUO3XA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Tetanus", "https://en.wikipedia.org/wiki/Tetanus_vaccine", "https://en.wikipedia.org/wiki/Preventive_healthcare" ], "rationale": "The video shows an infant experiencing convulsions, which is a possible symptom of tetanus. At the end of the video, a rusty...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Preventive_Medicine/3.mp4
Which of the following preventive interventions is most critical to reduce the risk of a potentially fatal infection?
videos/Preventive_Medicine/3.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_229
narcolepsy
https://www.youtube.com/watch?v=N548AzLBW2c
{ "knowledge": [ "https://en.wikipedia.org/wiki/Narcolepsy", "https://en.wikipedia.org/wiki/Excessive_daytime_sleepiness", "https://en.wikipedia.org/wiki/Rapid_eye_movement_sleep", "https://en.wikipedia.org/wiki/Sleep_disorder" ], "rationale": "Based on the video, the woman suddenly falls asleep d...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/12.mp4
Based on the symptoms depicted in the video, the individuals are most likely experiencing the disorder known as ______.
videos/Neurobiology/12.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_230
sexual harassment
https://www.youtube.com/watch?v=SqPJvEbKvUg
{ "knowledge": [ "https://en.wikipedia.org/wiki/Sexual_harassment", "https://en.wikipedia.org/wiki/Workplace_harassment", "https://en.wikipedia.org/wiki/Civil_Rights_Act_of_1964" ], "rationale": "The man's behavior of rubbing the woman's shoulders can be classified as sexual harassment under workplace...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Management/4.mp4
Based on the office scenario described, the man's behavior could be classified as _________ under workplace law.
videos/Management/4.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_231
O(n²)
https://www.youtube.com/watch?v=Cq7SMsQBEUw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Big_O_notation", "https://en.wikipedia.org/wiki/Analysis_of_algorithms", "https://en.wikipedia.org/wiki/Comparison_sort", "https://en.wikipedia.org/wiki/Time_complexity", "https://en.wikipedia.org/wiki/Bubble_sort" ], "rationale": "The worst-case...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/10.mp4
What is the worst-case time complexity of the shown algorithm?
videos/Computer_Science/10.mp4
{ "A": "O(n)", "B": "O(logn)", "C": "O(n^2)", "D": "O(n^3)", "E": "O(nlogn)" }
multiple-choice
validation_232
C
https://www.youtube.com/watch?v=Cq7SMsQBEUw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Big_O_notation", "https://en.wikipedia.org/wiki/Asymptotic_analysis", "https://en.wikipedia.org/wiki/Sorting_algorithm", "https://en.wikipedia.org/wiki/Time_complexity", "https://en.wikipedia.org/wiki/Bubble_sort" ], "rationale": "Bubble sort is ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/10.mp4
What is the worst case time complexity of this algorithm showed in the video?
videos/Computer_Science/10.mp4
{ "A": "Selection Sort", "B": "Shell Sort", "C": "Insertion Sort", "D": "Heap Sort", "E": "Quick Sort" }
multiple-choice
validation_233
C
https://www.youtube.com/watch?v=Cq7SMsQBEUw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Ontology_(information_science)", "https://en.wikipedia.org/wiki/Insertion_sort", "https://en.wikipedia.org/wiki/In-place_algorithm", "https://en.wikipedia.org/wiki/Time_complexity", "https://en.wikipedia.org/wiki/Sorting_algorithm" ], "rationale"...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/10.mp4
Suppose we have a large dataset that is already nearly sorted with only a few elements out of place. We want to choose a sorting algorithm that is: - **Stable** (preserves the relative order of equal elements), - Operates **in-place** without requiring significant additional memory, - Performs better than the demonstra...
videos/Computer_Science/10.mp4
{ "A": "O(n)", "B": "O(n log n)", "C": "O(n^2)", "D": "O(n^2 log n)", "E": "O(n^3)" }
multiple-choice
validation_234
E
https://www.youtube.com/watch?v=Cq7SMsQBEUw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Algorithm", "https://en.wikipedia.org/wiki/Big_O_notation", "https://en.wikipedia.org/wiki/Rendering_(computer_graphics)", "https://en.wikipedia.org/wiki/Time_complexity", "https://en.wikipedia.org/wiki/Bubble_sort" ], "rationale": "The visualiza...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/10.mp4
After each comparison and potential swap, the entire array is re-rendered on the screen. If rendering the array of n bars takes O(n) time due to the drawing operation for each bar, which of the following best describes the overall time complexity of the visualization process, including both the sorting and rendering ti...
videos/Computer_Science/10.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_235
pickup
https://www.youtube.com/watch?v=j0NCrLaVqhg&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=20
{ "knowledge": [ "https://en.wikipedia.org/wiki/Faraday%27s_law_of_induction", "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Pickup_(music_technology)", "https://en.wikipedia.org/wiki/Electric_guitar", "https://en.wikipedia.org/wiki/Magnetic_flux" ], ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/16.mp4
The signal measurement of the oscilloscope is directly connected to the two ends of the _______ component.
videos/Electromagnetism/16.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_236
Kruskal's algorithm
https://www.youtube.com/watch?v=lwwV2pknZqk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Introduction_to_Algorithms", "https://en.wikipedia.org/wiki/Minimum_spanning_tree", "https://en.wikipedia.org/wiki/Graph_theory", "https://en.wikipedia.org/wiki/Priority_queue", "https://en.wikipedia.org/wiki/Kruskal%27s_algorithm" ], "rationale"...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/11.mp4
The algorithm in the video is called **__________**.
videos/Computer_Science/11.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_237
H1
https://youtu.be/EL8B8hwpvYw?si=pCxmzb9B45dJ8kpy
{ "knowledge": [ "https://en.wikipedia.org/wiki/Histamine_receptor", "https://en.wikipedia.org/wiki/Antihistamine", "https://en.wikipedia.org/wiki/Allergy", "https://en.wikipedia.org/wiki/Histamine_H1_receptor", "https://en.wikipedia.org/wiki/H1_antagonist" ], "rationale": "Antihistamines trea...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/6.mp4
The medication used to treat the symptoms shown in the video works by binding to ___ receptors.
videos/Pharmacy/6.mp4
{ "A": "Amoxicillin", "B": "Metformin", "C": "Simvastatin", "D": "Diphenhydramine", "E": "Ibuprofen" }
multiple-choice
validation_238
D
https://youtu.be/EL8B8hwpvYw?si=pCxmzb9B45dJ8kpy
{ "knowledge": [ "https://en.wikipedia.org/wiki/Nonsteroidal_anti-inflammatory_drug", "https://en.wikipedia.org/wiki/Diphenhydramine", "https://en.wikipedia.org/wiki/Antihistamine", "https://en.wikipedia.org/wiki/Allergy" ], "rationale": "Diphenhydramine is an antihistamine used to relieve symptom...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/6.mp4
Which of the following medications can relieve the symptoms shown in the video?
videos/Pharmacy/6.mp4
{ "A": "Quinidine", "B": "Lisinopril", "C": "Atenolol", "D": "Ciprofloxacin", "E": "Aspirin" }
multiple-choice
validation_239
A
https://youtu.be/SZdGiUwJyx4?si=FjJ82uKz72YimePt
{ "knowledge": [ "https://en.wikipedia.org/wiki/Cinchona", "https://en.wikipedia.org/wiki/Antiarrhythmic_agent", "https://en.wikipedia.org/wiki/Quinidine", "https://en.wikipedia.org/wiki/Malaria" ], "rationale": "Aspirin is mainly used to relieve pain and fever, but it does not have antimalarial e...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/7.mp4
Which of the following drugs can be used to treat the disease shown in the video?
videos/Pharmacy/7.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_240
convection
https://www.youtube.com/watch?v=wTKiowdfnsg
{ "knowledge": [ "https://en.wikipedia.org/wiki/Thermal_expansion", "https://en.wikipedia.org/wiki/Heat_transfer", "https://en.wikipedia.org/wiki/Convection" ], "rationale": "The upward movement of air near the lamp in the convection experiment is due to a decrease in air density caused by heating. He...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Thermodynamics/2.mp4
The mode of heat transfer demonstrated in the video is __________.
videos/Thermodynamics/2.mp4
{ "A": "The tube on the left has grooves that create larger eddy currents than the tube on the right, and the magnetic field exerts a stronger force on the magnet.", "B": "The ball on the right is a magnet but not the one on the left. The ball on the right is subject to magnetic force as resistance.", "C": "The b...
multiple-choice
validation_241
E
https://www.youtube.com/watch?v=IzNh6TbzwUs&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=12
{ "knowledge": [ "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Eddy_current", "https://en.wikipedia.org/wiki/Electromotive_force", "https://en.wikipedia.org/wiki/Electromagnetic_brake" ], "rationale": "Wh...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/17.mp4
Which of the following statements can explain the phenomenon in the video?
videos/Electromagnetism/17.mp4
{ "A": "windmill", "B": "electric motor", "C": "hydraulic press", "D": "steam turbine", "E": "jet engines" }
multiple-choice
validation_242
E
https://www.youtube.com/watch?v=d4Lj0z5x_QE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Reaction_Engines", "https://en.wikipedia.org/wiki/Jet_propulsion", "https://en.wikipedia.org/wiki/Propeller", "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Jet_engine" ], "rationale": "In the video, the...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/7.mp4
Which of the following devices has a working mode similar to the action in the video?
videos/Mechanical_Engineering/7.mp4
{ "A": "To make transistors infinitely smaller", "B": "To enhance interconnect bandwidth using photonics", "C": "To let computers consume more power", "D": "To evolve new paradigms for reliable computation with unreliable units", "E": "To perform large-scale of computation locally" }
multiple-choice
validation_243
D
https://www.youtube.com/watch?v=zbxcPNmwgtE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Data_communication", "https://en.wikipedia.org/wiki/Optical_computing", "https://en.wikipedia.org/wiki/Moore%27s_law", "https://en.wikipedia.org/wiki/Natural_computing", "https://en.wikipedia.org/wiki/Neuromorphic_computing" ], "rationale": "The ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/6.mp4
What can be beyond this law based on the last few pictures in the video?
videos/Electronics_and_Communication/6.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_244
magnetic field lines
https://www.youtube.com/watch?v=VS37udpo7TI&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=11
{ "knowledge": [ "https://en.wikipedia.org/wiki/Magnetic_field", "https://en.wikipedia.org/wiki/Flux_tube", "https://en.wikipedia.org/wiki/Magnetism" ], "rationale": "The video shows dark filaments forming a spiky sphere around a central white object, resembling a magnet. These filaments represent mag...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/18.mp4
In the video, the dark filaments represent the visualization of **__________**.
videos/Electromagnetism/18.mp4
{ "A": "Horizon", "B": "Meridian", "C": "Equator", "D": "Celestial Pole", "E": "Ecliptic Plane" }
multiple-choice
validation_245
E
https://www.youtube.com/watch?v=OONOelBhfuY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Right_ascension", "https://en.wikipedia.org/wiki/Meridian_(astronomy)", "https://en.wikipedia.org/wiki/Celestial_sphere", "https://en.wikipedia.org/wiki/Horizon", "https://en.wikipedia.org/wiki/Axial_precession", "https://en.wikipedia.org/wiki/Ec...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/4.mp4
What geophysical concept is demonstrated in the video?
videos/Geography/4.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_246
HIV
https://www.youtube.com/watch?v=7CUbR2uspsc
{ "knowledge": [ "https://en.wikipedia.org/wiki/ELISA", "https://en.wikipedia.org/wiki/Western_blot", "https://en.wikipedia.org/wiki/HIV/AIDS", "https://en.wikipedia.org/wiki/Diagnosis_of_HIV/AIDS", "https://en.wikipedia.org/wiki/Medicine" ], "rationale": "The video demonstrates the diagnostic...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/9.mp4
The viral infection diagnosed in the video was identified through two successive diagnostic methods, and the virus is ___________.
videos/Clinical_Medicine/9.mp4
{ "A": "The metal rod has a magnetic field, which affects the amount of current in the circuit.", "B": "The metal rod inserted into the solenoid coil generates a magnetic field, which reduces the electromotive force of the power source and causes the current to become smaller.", "C": "The metal rod causes the lig...
multiple-choice
validation_247
E
https://www.youtube.com/watch?v=geV9t2pUd8k&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=7
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electrical_impedance", "https://en.wikipedia.org/wiki/Solenoid", "https://en.wikipedia.org/wiki/RL_circuit", "https://en.wikipedia.org/wiki/Electromagnetic_induction" ], "rationale": "Inserting a metal rod into a solenoid coil impacts its magnetic pe...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/19.mp4
Which of the following statements about the experiment in the video is true?
videos/Electromagnetism/19.mp4
{ "A": "The second rod significantly increases the inductance compared to the first rod, resulting in a lower voltage distribution to the bulb, so the bulb does not light up during the observation time.", "B": "The first rod, being a good conductor, allows induced eddy currents that reduce the magnetic field inside...
multiple-choice
validation_248
A
https://www.youtube.com/watch?v=geV9t2pUd8k&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=7
{ "knowledge": [ "https://en.wikipedia.org/wiki/Inductance", "https://en.wikipedia.org/wiki/Eddy_current", "https://en.wikipedia.org/wiki/Time_constant", "https://en.wikipedia.org/wiki/Permeability_(electromagnetism)", "https://en.wikipedia.org/wiki/RL_circuit" ], "rationale": "The correct exp...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/19.mp4
Which of the following explanations correctly accounts for the observations in the experiment?
videos/Electromagnetism/19.mp4
{ "A": "Astigmatism", "B": "Cataract", "C": "Color blindness", "D": "Hyperopia", "E": "Myopia" }
multiple-choice
validation_249
D
https://youtu.be/iMG99aJ0V2c?si=aaAXVPeStRbTf5nU
{ "knowledge": [ "https://en.wikipedia.org/wiki/LASIK", "https://en.wikipedia.org/wiki/Eye", "https://en.wikipedia.org/wiki/Refractive_error", "https://en.wikipedia.org/wiki/Farsightedness" ], "rationale": "Eyeball shape: Hyperopia usually occurs due to the eyeball being too short or insufficient ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/8.mp4
Which visual state is shown in the visual
videos/Pharmacy/8.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_250
Stern-Gerlach
https://www.youtube.com/watch?v=iVpXrbZ4bnU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Wave_function_collapse", "https://en.wikipedia.org/wiki/Stern%E2%80%93Gerlach_experiment", "https://en.wikipedia.org/wiki/Wave_function", "https://en.wikipedia.org/wiki/Spin_(physics)", "https://en.wikipedia.org/wiki/Measurement_in_quantum_mechanics"...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Modern_Physics/2.mp4
In the video, the devices represented by the red and blue blocks resemble the apparatus used in the __________ experiment.
videos/Modern_Physics/2.mp4
{ "A": "Chronic gastritis", "B": "Hiatal hernia", "C": "Acute gastritis", "D": "Esophageal candidiasis", "E": "Barrett Esophagus" }
multiple-choice
validation_251
E
https://www.youtube.com/watch?v=0CU3iWTfnAE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Esophageal_disease", "https://en.wikipedia.org/wiki/Endoscopy", "https://en.wikipedia.org/wiki/Barrett%27s_esophagus" ], "rationale": "The video shows the general view of an endoscopic examination of Barrett Esophagus. The Barrett esophagus endoscopy dis...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/3.mp4
What disease does the patient have?
videos/Basic_Medicine/3.mp4
{ "A": "Precision and stability", "B": "Linearity and sensitivity", "C": "Accuracy and precision", "D": "Accuracy and sensitivity", "E": "Stability and resolution" }
multiple-choice
validation_252
C
https://www.youtube.com/watch?v=dtf6hV2PX38
{ "knowledge": [ "https://en.wikipedia.org/wiki/Precision_(statistics)", "https://en.wikipedia.org/wiki/Accuracy_and_precision", "https://en.wikipedia.org/wiki/Measurement_uncertainty", "https://en.wikipedia.org/wiki/Measurement" ], "rationale": "There are ACCURACY and PRECISION measurement charac...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/9.mp4
What measurement features are shown in the video?
videos/Mechanics/9.mp4
{ "A": "Inertia", "B": "Acceleration", "C": "Gravity", "D": "Buoyancy", "E": "Friction" }
multiple-choice
validation_253
A
https://www.youtube.com/watch?v=1-sryuPwF4M
{ "knowledge": [ "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Elasticity_(physics)", "https://en.wikipedia.org/wiki/Inertia" ], "rationale": "The video shows a hand placing a small stack of paper on a cup. The stack contains a playing card, and the paper is...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/10.mp4
What physical quantity is the fundamental cause of the phenomenon in the video?
videos/Mechanics/10.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_254
three
https://www.youtube.com/watch?v=R0eJXe6R8vY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Linear_actuator", "https://en.wikipedia.org/wiki/Robotic_arm", "https://en.wikipedia.org/wiki/Industrial_robot", "https://en.wikipedia.org/wiki/Prismatic_joint" ], "rationale": "According to the video, the robot system has three degrees of freedom: o...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/8.mp4
The robot system shown in the video has **_____** degree(s) of freedom.
videos/Mechanical_Engineering/8.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_255
Philippines
https://www.youtube.com/watch?v=d6Qx9jNlJ5U
{ "knowledge": [ "https://en.wikipedia.org/wiki/Dinagyang", "https://en.wikipedia.org/wiki/Iloilo_City", "https://en.wikipedia.org/wiki/List_of_festivals_in_the_Philippines", "https://en.wikipedia.org/wiki/Panay" ], "rationale": "We can see the logo of \"Dinagyang Festival\" at the end of the vide...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/5.mp4
Based on the video, the activity takes place in _______ (country).
videos/Geography/5.mp4
{ "A": "Concern for economic development", "B": "Pay attention to traditional handicrafts", "C": "Acceptance of foreign cultures", "D": "A sense of belonging to local culture", "E": "The yearning for urban life" }
multiple-choice
validation_256
D
https://www.youtube.com/watch?v=d6Qx9jNlJ5U
{ "knowledge": [ "https://en.wikipedia.org/wiki/Cultural_assimilation", "https://en.wikipedia.org/wiki/Cultural_heritage", "https://en.wikipedia.org/wiki/Folklore", "https://en.wikipedia.org/wiki/Cultural_identity", "https://en.wikipedia.org/wiki/Non-material_culture" ], "rationale": "The fest...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/5.mp4
Which aspect of development does this promote most directly?
videos/Geography/5.mp4
{ "A": "The assimilation of foreign cultural elements into local traditions", "B": "The impact of technological advancements on cultural practices", "C": "The celebration and preservation of indigenous cultural heritage", "D": "The influence of globalization on regional cultural landscapes", "E": "The role of...
multiple-choice
validation_257
C
https://www.youtube.com/watch?v=d6Qx9jNlJ5U
{ "knowledge": [ "https://en.wikipedia.org/wiki/Culture_of_the_Philippines", "https://en.wikipedia.org/wiki/List_of_festivals_in_the_Philippines", "https://en.wikipedia.org/wiki/Dinagyang", "https://en.wikipedia.org/wiki/Indigenous_peoples_of_the_Philippines", "https://en.wikipedia.org/wiki/Intang...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/5.mp4
Based on the video, which of the following geographical themes is most directly exemplified by this event?
videos/Geography/5.mp4
{ "A": "Move up first, then move down", "B": "Move sideways", "C": "Move down first, then move up", "D": "Keep still", "E": "Move down" }
multiple-choice
validation_258
A
https://www.youtube.com/watch?v=xFfjGGyRHYg
{ "knowledge": [ "https://en.wikipedia.org/wiki/Parabolic_trajectory", "https://en.wikipedia.org/wiki/Projectile_motion", "https://en.wikipedia.org/wiki/Motion", "https://en.wikipedia.org/wiki/Mechanics" ], "rationale": "The video shows the projectile motion of the ball, the wood board and slide a...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/11.mp4
How will the black dot on the paper move if the wood board moves close to the slide?
videos/Mechanics/11.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_259
Antibodies
https://www.youtube.com/watch?v=P6ioHoI-VZ4
{ "knowledge": [ "https://en.wikipedia.org/wiki/B_cell", "https://en.wikipedia.org/wiki/Antibody", "https://en.wikipedia.org/wiki/Immunization" ], "rationale": "In the video, B cells secrete Y-shaped proteins that bind to antigens, neutralizing virus cells. These proteins are labeled as antibodies in ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/2.mp4
In the video, the objects secreted by white big round cells are called **__________**.
videos/Biomedical_Engineering/2.mp4
{ "A": "Genome Editing", "B": "Radiation therapy", "C": "Chemotherapy", "D": "Active immunization", "E": "Stem cell therapy" }
multiple-choice
validation_260
D
https://www.youtube.com/watch?v=P6ioHoI-VZ4
{ "knowledge": [ "https://en.wikipedia.org/wiki/T_cell", "https://en.wikipedia.org/wiki/Immune_system", "https://en.wikipedia.org/wiki/Adaptive_immune_system", "https://en.wikipedia.org/wiki/B_cell", "https://en.wikipedia.org/wiki/Vaccination" ], "rationale": "The video begins with an animatio...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/2.mp4
What kind of medical technology is reflected in the video?
videos/Biomedical_Engineering/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_261
Prim's algorithm
https://www.youtube.com/watch?v=7S_CCTzziRQ
{ "knowledge": [ "https://en.wikipedia.org/wiki/Network_planning_and_design", "https://en.wikipedia.org/wiki/Graph_theory", "https://en.wikipedia.org/wiki/Minimum_spanning_tree", "https://en.wikipedia.org/wiki/Kruskal%27s_algorithm", "https://en.wikipedia.org/wiki/Prim%27s_algorithm" ], "ratio...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/12.mp4
The algorithm demonstrated in the video is **__________**.
videos/Computer_Science/12.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_262
Raynaud's phenomenon
https://www.youtube.com/watch?v=LuOVrbisD4w
{ "knowledge": [ "https://en.wikipedia.org/wiki/Lupus", "https://en.wikipedia.org/wiki/Vasospasm", "https://en.wikipedia.org/wiki/Raynaud_syndrome" ], "rationale": "The blue-tinted fingernails and toenails indicate cyanosis due to reduced blood flow from vasospasm, characteristic of Raynaud's phenomen...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/4.mp4
The fingernails and toenails depicted in the animation are related with **_____ phenomenon**.
videos/Basic_Medicine/4.mp4
{ "A": "The plastic rod becomes charged when rubbed against the cloth, attracting the uncharged aluminum can.", "B": "The aluminum can is charged, the plastic rod is uncharged, and they attract each other.", "C": "The air is moist, and the water molecules in the air hold the aluminum can and the plastic rod toget...
multiple-choice
validation_263
A
https://www.youtube.com/watch?v=SPx3aG5yIhg&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=28
{ "knowledge": [ "https://en.wikipedia.org/wiki/Static_electricity", "https://en.wikipedia.org/wiki/Electrostatic_induction", "https://en.wikipedia.org/wiki/Triboelectric_effect", "https://en.wikipedia.org/wiki/Electric_charge", "https://en.wikipedia.org/wiki/Coulomb%27s_law" ], "rationale": "...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/9.mp4
Why are the two objects attracted to each other?
videos/Electrical_Engineering/9.mp4
{ "A": "Rubbing the straw more vigorously with the tissue.", "B": "Replacing the plastic straw with a metal rod.", "C": "Wrapping the aluminum can with insulating material.", "D": "Grounding the aluminum can.", "E": "Using a different material for the straw that has a lower tendency to gain electrons than pla...
multiple-choice
validation_264
A
https://www.youtube.com/watch?v=SPx3aG5yIhg&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=28
{ "knowledge": [ "https://en.wikipedia.org/wiki/Triboelectric_effect", "https://en.wikipedia.org/wiki/Coulomb%27s_law", "https://en.wikipedia.org/wiki/Electric_field" ], "rationale": "The most effective way to maximize the attractive force between the straw and the can is by rubbing the straw more vig...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/9.mp4
To make the phenomenon in the video more noticeable, which of the following actions would be most effective?
videos/Electrical_Engineering/9.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_265
Mesenchymal stem cells
https://www.youtube.com/watch?v=TUhg33u-zJI
{ "knowledge": [ "https://en.wikipedia.org/wiki/Mesenchymal_stem_cell", "https://en.wikipedia.org/wiki/Bone_grafting", "https://en.wikipedia.org/wiki/Stem-cell_therapy", "https://en.wikipedia.org/wiki/Regenerative_medicine", "https://en.wikipedia.org/wiki/Bone_healing" ], "rationale": "In the ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/3.mp4
In the video, the utilized multipotent cells are known as **______**.
videos/Biomedical_Engineering/3.mp4
{ "A": "Bone grafting", "B": "Hormone therapy", "C": "Chemotherapy", "D": "Photodynamic therapy", "E": "Radiation therapy" }
multiple-choice
validation_266
A
https://www.youtube.com/watch?v=TUhg33u-zJI
{ "knowledge": [ "https://en.wikipedia.org/wiki/Mesenchymal_stem_cell", "https://en.wikipedia.org/wiki/Bone_grafting", "https://en.wikipedia.org/wiki/Autotransplantation", "https://en.wikipedia.org/wiki/Allotransplantation" ], "rationale": "Bone grafting is used clinically as a standard treatment ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/3.mp4
What is the treatment used in the video?
videos/Biomedical_Engineering/3.mp4
{ "A": "The potential energy of the ball in the magnetic field is completely converted into the kinetic energy of the ball.", "B": "The mechanical energy of the ball is converted into the potential energy of the ball in the magnetic field.", "C": "The ball's gravitational potential energy is converted into therma...
multiple-choice
validation_267
D
https://www.youtube.com/watch?v=BIF5TTlsl_k&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=13
{ "knowledge": [ "https://en.wikipedia.org/wiki/Second_law_of_thermodynamics", "https://en.wikipedia.org/wiki/Magnetic_field", "https://en.wikipedia.org/wiki/Energy_transformation", "https://en.wikipedia.org/wiki/Kinetic_energy", "https://en.wikipedia.org/wiki/Potential_energy" ], "rationale":...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/10.mp4
What energy transformation occurs in the video?
videos/Electrical_Engineering/10.mp4
{ "A": "NK cell", "B": "macrophage", "C": "neutrophil", "D": "B cell", "E": "mast cell" }
multiple-choice
validation_268
D
https://www.youtube.com/watch?v=P6ioHoI-VZ4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Adaptive_immune_system", "https://en.wikipedia.org/wiki/B_cell", "https://en.wikipedia.org/wiki/Vaccination", "https://en.wikipedia.org/wiki/Antibody" ], "rationale": "The video fully shows the process of vaccine injection, the most important part of...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/5.mp4
In healthy people, what kind of immune cells are activated primarily by the process shown in the video?
videos/Basic_Medicine/5.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_269
Embryo Transfer
https://youtu.be/kvQZA7EWwmk?si=DnF2DEL4zn0JlLzJ
{ "knowledge": [ "https://en.wikipedia.org/wiki/Progestogen_(medication)", "https://en.wikipedia.org/wiki/Embryo_transfer", "https://en.wikipedia.org/wiki/Assisted_reproductive_technology", "https://en.wikipedia.org/wiki/Estrogen", "https://en.wikipedia.org/wiki/Female_reproductive_system" ], ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/9.mp4
Based on the video, this technology is known as **__________**.
videos/Pharmacy/9.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_270
simplex method
https://www.youtube.com/watch?v=NXseqFK2BEo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Linear_programming", "https://en.wikipedia.org/wiki/Linear_inequality", "https://en.wikipedia.org/wiki/Introduction_to_Algorithms", "https://en.wikipedia.org/wiki/Slack_variable" ], "rationale": "First, according to the original inequalities in linea...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/13.mp4
What method does the instructor use to solve this problem in the video?
videos/Computer_Science/13.mp4
{ "A": "Uniformly accelerated motion", "B": "Uniformly deceleration motion", "C": "Randomly changing acceleration motion", "D": "Stand still", "E": "Uniform motion" }
multiple-choice
validation_271
A
https://www.youtube.com/watch?v=Hq3xUc3cLrM
{ "knowledge": [ "https://en.wikipedia.org/wiki/Kinematics", "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Equations_of_motion", "https://en.wikipedia.org/wiki/Acceleration" ], "rationale": "The video shows a certain force pulling the cart in motion, and...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/12.mp4
What trends does the car show in the video?
videos/Mechanics/12.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_272
milling
https://www.youtube.com/watch?v=EGNYMILCIYw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Machine_tool", "https://en.wikipedia.org/wiki/Automation", "https://en.wikipedia.org/wiki/Numerical_control", "https://en.wikipedia.org/wiki/Milling_(machining)" ], "rationale": "The machine tool in the video, developed before CNC in the late 1950s, ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/9.mp4
The machining process in the video specifically involves **______** the material.
videos/Mechanical_Engineering/9.mp4
{ "A": "Amoxicillin", "B": "Fluoxetine", "C": "Lisinopril", "D": "Atorvastatin", "E": "Albuterol" }
multiple-choice
validation_273
E
https://youtu.be/yyBLPaU057A?si=MqCJNYKBgDEQJH7R
{ "knowledge": [ "https://en.wikipedia.org/wiki/Salbutamol", "https://en.wikipedia.org/wiki/Atorvastatin", "https://en.wikipedia.org/wiki/Fluoxetine", "https://en.wikipedia.org/wiki/Lisinopril", "https://en.wikipedia.org/wiki/Amoxicillin" ], "rationale": "Amoxicillin is an antibiotic primarily...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Dentistry/0.mp4
Which of the following drugs would target the body system shown in the video?
videos/Dentistry/0.mp4
{ "A": "Hyperkalemia", "B": "Hyperlipidemia", "C": "Hypolipidemia", "D": "Non-smoking", "E": "Hypoglycemia" }
multiple-choice
validation_274
B
https://www.youtube.com/watch?v=LjuCmUI_LIY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Hyperlipidemia", "https://en.wikipedia.org/wiki/Lipid_metabolism", "https://en.wikipedia.org/wiki/Cardiovascular_disease", "https://en.wikipedia.org/wiki/Atherosclerosis" ], "rationale": "The video demonstrates the features of atherosclerosis. Hyperl...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/6.mp4
What is a major risk factor of the disease shown in the video?
videos/Basic_Medicine/6.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_275
left
https://www.youtube.com/watch?v=_VbTnLV8plU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Red%E2%80%93black_tree", "https://en.wikipedia.org/wiki/Persistent_data_structure", "https://en.wikipedia.org/wiki/Self-balancing_binary_search_tree", "https://en.wikipedia.org/wiki/AVL_tree", "https://en.wikipedia.org/wiki/Tree_rotation" ], "rat...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/14.mp4
During the insertion of nodes in the video, to balance the tree, a ______ rotation is required.
videos/Computer_Science/14.mp4
{ "A": "6", "B": "4", "C": "5", "D": "3", "E": "7" }
multiple-choice
validation_276
C
https://www.youtube.com/watch?v=_VbTnLV8plU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Red%E2%80%93black_tree", "https://en.wikipedia.org/wiki/Binary_search_tree", "https://en.wikipedia.org/wiki/Self-balancing_binary_search_tree", "https://en.wikipedia.org/wiki/AVL_tree", "https://en.wikipedia.org/wiki/Tree_rotation" ], "rationale"...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/14.mp4
How many left-rotations are there in the video?
videos/Computer_Science/14.mp4
{ "A": "The tree has a black height of 3, and there are red right links present.", "B": "The tree has a black height of 5, with all red links connecting parent nodes to their right child.", "C": "The tree has a black height of 4, and all red links connect parent nodes to their left child (left-leaning).", "D": ...
multiple-choice
validation_277
C
https://www.youtube.com/watch?v=_VbTnLV8plU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Red%E2%80%93black_tree", "https://en.wikipedia.org/wiki/2%E2%80%933_tree", "https://en.wikipedia.org/wiki/Left-leaning_red%E2%80%93black_tree", "https://en.wikipedia.org/wiki/Self-balancing_binary_search_tree", "https://en.wikipedia.org/wiki/Tree_rot...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/14.mp4
Which of the following statements correctly describes the properties of the final tree?
videos/Computer_Science/14.mp4
{ "A": "All internal nodes with exactly one child have that child as a left child connected via a red link.", "B": "There exists at least one internal node with exactly one child connected via a black right link.", "C": "The tree contains at least one path with two consecutive red links, violating red-black tree ...
multiple-choice
validation_278
A
https://www.youtube.com/watch?v=_VbTnLV8plU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Red%E2%80%93black_tree", "https://en.wikipedia.org/wiki/Binary_search_tree", "https://en.wikipedia.org/wiki/Left-leaning_red%E2%80%93black_tree", "https://en.wikipedia.org/wiki/Self-balancing_binary_search_tree", "https://en.wikipedia.org/wiki/Tree_r...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/14.mp4
Which of the following statements is true regarding the color and structure of the nodes in the final tree?
videos/Computer_Science/14.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_279
4
https://www.youtube.com/watch?v=VoNMulNisiU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Shortest_path_problem", "https://en.wikipedia.org/wiki/Distance_(graph_theory)", "https://en.wikipedia.org/wiki/Graph_theory", "https://en.wikipedia.org/wiki/Dynamic_programming", "https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm" ], ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/15.mp4
The diameter of the graph is **___**.
videos/Computer_Science/15.mp4
{ "A": "As the temperature decreases, the number of molecules increases.", "B": "As the temperature decreases, the number of molecules decreases.", "C": "As the temperature increases, the number of molecules remains unchanged.", "D": "As the temperature decreases, the number of molecules remains unchanged.", ...
multiple-choice
validation_280
E
https://www.youtube.com/watch?v=3tJWRkaEoII
{ "knowledge": [ "https://en.wikipedia.org/wiki/Ideal_gas_law" ], "rationale": "According to the video, the pressure inside the bottle increases and pushes the cap open. Based on the van der Waals equation of state, it can be determined that the temperature of the gas inside the bottle increases. At the same ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Thermodynamics/3.mp4
What happened to the gas in the bottle?
videos/Thermodynamics/3.mp4
{ "A": "Sildenafil", "B": "Amoxicillin", "C": "Lisinopril", "D": "Metronidazole", "E": "Almotriptan" }
multiple-choice
validation_281
D
https://youtu.be/Et9uWaspCAU?si=_pTfx6-F43uw0qZh
{ "knowledge": [ "https://en.wikipedia.org/wiki/Sildenafil", "https://en.wikipedia.org/wiki/Lisinopril", "https://en.wikipedia.org/wiki/Pharmacology", "https://en.wikipedia.org/wiki/Drug_interaction", "https://en.wikipedia.org/wiki/Metronidazole", "https://en.wikipedia.org/wiki/Amoxicillin", ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/10.mp4
Which medication can not be taken when the situation in the video appears?
videos/Pharmacy/10.mp4
{ "A": "Xerostomia due to antidepressant medication use", "B": "Dental fluorosis from excessive fluoride intake", "C": "Amelogenesis imperfecta caused by genetic factors", "D": "Oral candidiasis resulting from immunodeficiency", "E": "Gingival enlargement induced by anticonvulsant therapy" }
multiple-choice
validation_282
A
https://youtu.be/i8EPzkxAiVw?si=OHD0LWGtBwEIUUYE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Xerostomia", "https://en.wikipedia.org/wiki/Antidepressant", "https://en.wikipedia.org/wiki/Major_depressive_disorder", "https://en.wikipedia.org/wiki/Psychopharmacology" ], "rationale": "The girl in the video shows symptoms of depression, leading to...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Dentistry/1.mp4
Which of the following conditions is the girl in the video most at risk of developing?
videos/Dentistry/1.mp4
{ "A": "Melting property", "B": "Dissolution property", "C": "Thermodynamic characteristics", "D": "Extensional-thickening rheological properties", "E": "Optical characteristics" }
multiple-choice
validation_283
D
https://www.youtube.com/watch?v=BHy5bBrNabc
{ "knowledge": [ "https://en.wikipedia.org/wiki/Dilatant", "https://en.wikipedia.org/wiki/Hydrogel", "https://en.wikipedia.org/wiki/Rheology", "https://en.wikipedia.org/wiki/Viscoelasticity", "https://en.wikipedia.org/wiki/Non-Newtonian_fluid" ], "rationale": "When lifted, the tool in the clea...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/4.mp4
What kind of properties are reflected in the video?
videos/Biomedical_Engineering/4.mp4
{ "A": "The red liquid contains high-molecular-weight polymers that resist flow under extensional stress; this property is useful in bioinks for 3D bioprinting that require structural stability during extrusion.", "B": "The red liquid contains low-molecular-weight surfactants that reduce surface tension under stres...
multiple-choice
validation_284
A
https://www.youtube.com/watch?v=BHy5bBrNabc
{ "knowledge": [ "https://en.wikipedia.org/wiki/Polymer_science", "https://en.wikipedia.org/wiki/Rheology", "https://en.wikipedia.org/wiki/3D_bioprinting" ], "rationale": "The red liquid demonstrates extensional thickening due to high-molecular-weight polymers aligning under stress, increasing viscosi...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/4.mp4
Which of the following best explains this phenomenon, and how is this property relevant in biomedical engineering applications?
videos/Biomedical_Engineering/4.mp4
{ "A": "Fibrillar Collagen III", "B": "Elastin", "C": "Fibrillar Collagen I", "D": "Fibronectin", "E": "Basement Membrane Collagen IV" }
multiple-choice
validation_285
C
https://www.youtube.com/watch?v=e_v_UzVgFDE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Collagen", "https://en.wikipedia.org/wiki/Genetic_disorder", "https://en.wikipedia.org/wiki/Intrinsically_disordered_proteins", "https://en.wikipedia.org/wiki/Osteogenesis_imperfecta" ], "rationale": "The video shows osteogenesis imperfecta, which is...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/7.mp4
Which of the following proteins is related to the demonstrated disease?
videos/Basic_Medicine/7.mp4
{ "A": "Hepatocellular carcinoma", "B": "Pancreatic adenocarcinoma", "C": "Colorectal carcinoma", "D": "Gastric carcinoma", "E": "Cholangiocarcinoma" }
multiple-choice
validation_286
E
https://youtu.be/Hx-Ly-A2y44?si=sDFrE2OyYPBLvXWb
{ "knowledge": [ "https://en.wikipedia.org/wiki/Trematoda", "https://en.wikipedia.org/wiki/Schistosomiasis", "https://en.wikipedia.org/wiki/Cholangiocarcinoma", "https://en.wikipedia.org/wiki/Liver_fluke" ], "rationale": "The video shows that there are schistosomes in the polluted water source. Th...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Preventive_Medicine/4.mp4
The disease shown in the chronic infection video increases the risk of which of the following malignancies?
videos/Preventive_Medicine/4.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_287
Intel 80286
https://www.youtube.com/watch?v=zbxcPNmwgtE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Moore%27s_law", "https://en.wikipedia.org/wiki/List_of_Intel_processors", "https://en.wikipedia.org/wiki/Intel_80186", "https://en.wikipedia.org/wiki/Transistor_count", "https://en.wikipedia.org/wiki/Intel_80286" ], "rationale": "The video starts...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/7.mp4
In the video, the first processor with over 60,000 transistors to appear is ______.
videos/Electronics_and_Communication/7.mp4
{ "A": "Its primary applications have shifted to other industries", "B": "It has only affected hardware development, not software", "C": "It's already been outdated and dead", "D": "It has greatly promoted the development of communication technology", "E": "It will continue to develop as originally envisioned...
multiple-choice
validation_288
D
https://www.youtube.com/watch?v=zbxcPNmwgtE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Semiconductor_industry", "https://en.wikipedia.org/wiki/Moore%27s_law", "https://en.wikipedia.org/wiki/History_of_communication", "https://en.wikipedia.org/wiki/Transistor" ], "rationale": "The video starts with a static graph depicting the average n...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/7.mp4
Which of the following is true about this law related in this video?
videos/Electronics_and_Communication/7.mp4
{ "A": "The observed transistor counts from 1977 to 1987 align closely with Moore's Law, as the transistor count approximately doubled every two years.", "B": "The transistor counts increased at a rate faster than predicted by Moore's Law, doubling approximately every year.", "C": "The transistor counts increased...
multiple-choice
validation_289
A
https://www.youtube.com/watch?v=zbxcPNmwgtE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Microprocessor", "https://en.wikipedia.org/wiki/Moore%27s_law", "https://en.wikipedia.org/wiki/Transistor_count", "https://en.wikipedia.org/wiki/Electrical_engineering", "https://en.wikipedia.org/wiki/PowerPC_G4" ], "rationale": "The video starts...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/7.mp4
Based on the video, and considering Moore's Law, which of the following statements is most accurate?
videos/Electronics_and_Communication/7.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_290
anticodon
https://www.youtube.com/watch?v=HgBR8cCAgWE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Messenger_RNA", "https://en.wikipedia.org/wiki/Protein_biosynthesis", "https://en.wikipedia.org/wiki/Cloverleaf_model_of_tRNA", "https://en.wikipedia.org/wiki/Transfer_RNA" ], "rationale": "In the cloverleaf structure of tRNA, one of the loops contai...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/10.mp4
In the structure of the biomolecule depicted in the animation, the loop located at the bottom is referred to as the _____ loop.
videos/Clinical_Medicine/10.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_291
prepregs
https://www.youtube.com/watch?v=vqi8mzzIml0
{ "knowledge": [ "https://en.wikipedia.org/wiki/Composite_material", "https://en.wikipedia.org/wiki/Carbon-fiber_reinforced_polymer", "https://en.wikipedia.org/wiki/Pre-preg" ], "rationale": "The analysis indicates the man in the video is processing a 'prepreg,' a fiber-reinforced material that forms ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/4.mp4
In the industrial process demonstrated in the video, the material laid onto the mold is referred to as ______.
videos/Materials_Science/4.mp4
{ "A": "Vacuum", "B": "Mould", "C": "Heat sink", "D": "Pressure", "E": "Heating" }
multiple-choice
validation_292
C
https://www.youtube.com/watch?v=vqi8mzzIml0
{ "knowledge": [ "https://en.wikipedia.org/wiki/Composite_material", "https://en.wikipedia.org/wiki/Pre-preg", "https://en.wikipedia.org/wiki/Vacuum_bag_moulding", "https://en.wikipedia.org/wiki/Molding_(process)", "https://en.wikipedia.org/wiki/Heat_sink" ], "rationale": "During the forming p...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/4.mp4
Which of the conditions required for the composite molding process does not include?
videos/Materials_Science/4.mp4
{ "A": "Groundwater contamination from leachate; install a leachate collection and treatment system.", "B": "Methane gas accumulation leading to explosion risks; implement gas extraction and flaring systems.", "C": "Air pollution from open burning of waste; prohibit open burning and enhance waste management pract...
multiple-choice
validation_293
C
https://www.youtube.com/watch?v=Ey8wnkORjCk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Landfill_fire", "https://en.wikipedia.org/wiki/Air_pollution_in_India", "https://en.wikipedia.org/wiki/Open_burning_of_waste", "https://en.wikipedia.org/wiki/Waste_management" ], "rationale": "The immediate environmental hazard at the Turiel landfill...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/4.mp4
Based on the situation in the video, which of the following environmental hazards poses the most immediate risk and what is the most appropriate intervention?
videos/Civil_Engineering/4.mp4
{ "A": "recycling", "B": "biodegradation", "C": "using chemicals", "D": "composting", "E": "incineration" }
multiple-choice
validation_294
E
https://www.youtube.com/watch?v=Ey8wnkORjCk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Incineration", "https://en.wikipedia.org/wiki/Landfill", "https://en.wikipedia.org/wiki/Waste_management" ], "rationale": "Based on the smoke and flames shown in the second half of the video, the primary method of disposing of solid waste is incineration...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/4.mp4
What are the main methods of handling solid waste in the video?
videos/Civil_Engineering/4.mp4
{ "A": "Soil erosion on the slopes; implement erosion control measures and stabilize slopes.", "B": "Groundwater contamination from leachate infiltration; design and install a landfill liner and leachate collection system.", "C": "Spread of diseases due to pests attracted by waste; initiate comprehensive pest con...
multiple-choice
validation_295
B
https://www.youtube.com/watch?v=Ey8wnkORjCk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Landfill", "https://en.wikipedia.org/wiki/Leachate" ], "rationale": "Groundwater contamination poses the most significant long-term environmental risk at the Turiel landfill due to its valley location and unorganized dumping practices. Rainwater can increase...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/4.mp4
Based on the video presentation, which of the following long-term environmental risks is the most significant? What are the most appropriate actions to take?
videos/Civil_Engineering/4.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_296
colluvial
https://www.youtube.com/watch?v=yKLFudtDkoU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Erosion", "https://en.wikipedia.org/wiki/Soil_mechanics", "https://en.wikipedia.org/wiki/Colluvium", "https://en.wikipedia.org/wiki/Landslide" ], "rationale": "The analysis concludes that the accumulated soil at the base of the cliff from the rocksli...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/5.mp4
Based on the geological activity observed in the video, the accumulated soil can be classified as _____ soil.
videos/Civil_Engineering/5.mp4
{ "A": "Installing horizontal drainage systems to reduce groundwater pressure within the slope.", "B": "Regrading the slope to a gentler angle by removing material from the upper sections.", "C": "Securing the cliff face with rock bolts and covering it with wire mesh to stabilize loose rocks.", "D": "Planting d...
multiple-choice
validation_297
C
https://www.youtube.com/watch?v=yKLFudtDkoU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Retaining_wall", "https://en.wikipedia.org/wiki/Slope_stability", "https://en.wikipedia.org/wiki/Landslide_mitigation", "https://en.wikipedia.org/wiki/Rock_bolt", "https://en.wikipedia.org/wiki/Rockfall" ], "rationale": "Option C, securing the cl...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/5.mp4
Which of the following interventions would be best suited to prevent future events such as those shown in the video from occurring in the future?
videos/Civil_Engineering/5.mp4
{ "A": "temperature", "B": "water", "C": "dynamite", "D": "human activity", "E": "gravity" }
multiple-choice
validation_298
E
https://www.youtube.com/watch?v=yKLFudtDkoU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Soil_mechanics", "https://en.wikipedia.org/wiki/Geotechnical_engineering", "https://en.wikipedia.org/wiki/Mass_wasting", "https://en.wikipedia.org/wiki/Landslide", "https://en.wikipedia.org/wiki/Colluvium" ], "rationale": "Aggregate soils are for...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/5.mp4
What is the main reason for the phenomenon in the video?
videos/Civil_Engineering/5.mp4
{ "A": "Freeze-thaw weathering causing rock fractures; conduct a geological site investigation including rock mass characterization and discontinuity surveys.", "B": "Excess groundwater pressure weakening the slope; install groundwater monitoring wells and perform hydrogeological modeling.", "C": "Surface erosion...
multiple-choice
validation_299
A
https://www.youtube.com/watch?v=yKLFudtDkoU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Landslide", "https://en.wikipedia.org/wiki/Geotechnical_engineering", "https://en.wikipedia.org/wiki/Rock_mass_classification", "https://en.wikipedia.org/wiki/Weathering" ], "rationale": "The primary geological process likely causing rockslides on th...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/5.mp4
Which of the following is the most likely geological process that led to the video phenomenon, and what is the most appropriate method of engineering investigation to confirm this process and provide a basis for effective remedial design?
videos/Civil_Engineering/5.mp4