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
stringlengths
26
432
video_path
stringlengths
16
43
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_0
Dolly Zoom
https://www.youtube.com/watch?v=VkqytRr85ao
{ "knowledge": [ "https://en.wikipedia.org/wiki/Dolly_zoom", "https://en.wikipedia.org/wiki/Cinematic_techniques" ], "rationale": "\"Dolly zoom\" is a unique cinematographic technique that creates a visual distortion effect by simultaneously adjusting the lens while dollying in or out. The video clearly s...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Art/0.mp4
Which cinematic shooting technique is shown in the video?
videos/Art/0.mp4
{ "A": "10.0", "B": "5.0", "C": "12.0", "D": "15.0", "E": "20.0" }
multiple-choice
validation_1
A
https://www.youtube.com/watch?v=6HuyUxJBY3E
{ "knowledge": [ "https://en.wikipedia.org/wiki/Ideal_gas_law", "https://en.wikipedia.org/wiki/Calcium_hydroxide", "https://en.wikipedia.org/wiki/Carbon_dioxide" ], "rationale": "1. In the video, a person exhales gas that is continuously introduced into a clear solution, gradually forming a white prec...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/0.mp4
Assume that 2.24 liters of gas fully participates in the reaction shown in the video under the standard temperature and pressure condition, how many grams of precipitate are produced approximately?
videos/Chemistry/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_2
Depth-First Search (DFS)
https://www.youtube.com/watch?v=w_mdF7LKKeI
{ "knowledge": [ "https://en.wikipedia.org/wiki/Depth-first_search", "https://en.wikipedia.org/wiki/Tree_traversal", "https://en.wikipedia.org/wiki/Graph_traversal" ], "rationale": "In the video, the traversal starts from the root node and explores as far as possible along each branch before backtrack...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/0.mp4
What is the algorithm used in the video?
videos/Computer_Science/0.mp4
{ "A": "Isothermal compression", "B": "Adiabatic compression", "C": "Isobaric compression", "D": "Adiabatic expansion", "E": "Isothermal expansion" }
multiple-choice
validation_3
B
https://www.youtube.com/watch?v=M6XQi8eYYNs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Adiabatic_process", "https://en.wikipedia.org/wiki/Ideal_gas_law", "https://en.wikipedia.org/wiki/Isobaric_process", "https://en.wikipedia.org/wiki/Isothermal_process" ], "rationale": "From the video, it can be seen that the gas is thermally isolated...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Thermodynamics/0.mp4
Which process is shown in the animation?
videos/Thermodynamics/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_4
Resistance
https://www.youtube.com/watch?v=urC5NN-9cZ8
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electromagnetism", "https://en.wikipedia.org/wiki/Electrical_resistance_and_conductance", "https://en.wikipedia.org/wiki/Ohm%27s_law" ], "rationale": "The video shows that by pulling out the knob, the resistance in the circuit can be changed.", "subjec...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/0.mp4
Which physical variable is changed in the animation?
videos/Electromagnetism/0.mp4
{ "A": "The stress-strain curve shows nonlinear behavior before failure, indicating the onset of material yield.", "B": "The material fails at the proportional limit, demonstrating brittle fracture with minimal energy absorption.", "C": "The test indicates that the composite material undergoes significant necking...
multiple-choice
validation_5
B
https://www.youtube.com/watch?v=MD9WnvN3BoU
{ "knowledge": [ "https://en.wikipedia.org/wiki/Plasticity_(physics)", "https://en.wikipedia.org/wiki/Fracture", "https://en.wikipedia.org/wiki/Stress%E2%80%93strain_curve", "https://en.wikipedia.org/wiki/Brittleness", "https://en.wikipedia.org/wiki/Tensile_testing" ], "rationale": "The tensil...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/0.mp4
Based on the video, which of the following statements most accurately characterizes the mechanical behavior of the material tested?
videos/Materials_Science/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_6
Binary Search
https://www.youtube.com/watch?v=8TNLRK_FyFc
{ "knowledge": [ "https://en.wikipedia.org/wiki/Binary_search", "https://en.wikipedia.org/wiki/Computer_science", "https://en.wikipedia.org/wiki/Search_algorithm" ], "rationale": "The character in the video always locates data from the middle and then discards a part of the data, ultimately finding th...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/1.mp4
What is the algorithm shown in the video?
videos/Computer_Science/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_7
High-pass filter
ERROR: type should be string, got " https://www.youtube.com/watch?v=7KJCUGS0jPM"
{ "knowledge": [ "https://en.wikipedia.org/wiki/Signal_processing", "https://en.wikipedia.org/wiki/High-pass_filter", "https://en.wikipedia.org/wiki/Electronic_filter", "https://en.wikipedia.org/wiki/RC_circuit" ], "rationale": "From the video, it can be seen that the circuit processes different f...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/0.mp4
What kind of filter is the circuit implemented?
videos/Electrical_Engineering/0.mp4
{ "A": "Lenz’s Law", "B": "Kepler’s Third Law", "C": "Newton’s First Law", "D": "Hooke’s Law", "E": "Coulomb's Law" }
multiple-choice
validation_8
A
https://www.youtube.com/watch?v=hBjh9p0ml6k
{ "knowledge": [ "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Kepler%27s_laws_of_planetary_motion", "https://en.wikipedia.org/wiki/Hooke%27s_law", "https://en.wikipedia.org/wiki/Coulomb%27s_law" ], "rati...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/1.mp4
Which law is behind the above phenomenon?
videos/Electromagnetism/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_9
Embryo Transfer
https://youtu.be/kvQZA7EWwmk?si=DnF2DEL4zn0JlLzJ
{ "knowledge": [ "https://en.wikipedia.org/wiki/In_vitro_fertilisation", "https://en.wikipedia.org/wiki/Childbirth", "https://en.wikipedia.org/wiki/Embryo_transfer", "https://en.wikipedia.org/wiki/Female_reproductive_system" ], "rationale": "The video demonstrates the process of embryo transfer in...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/0.mp4
What process is shown in the video?
videos/Pharmacy/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_10
rectangular
https://www.youtube.com/watch?v=1uVc11Xc2Nw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Compactor", "https://en.wikipedia.org/wiki/Soil_compaction", "https://en.wikipedia.org/wiki/Geotechnical_engineering" ], "rationale": "In foundation construction, the pressure applied by a plate compactor over a finite area is best modeled as a rectangul...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/0.mp4
The type of loading shown in the video is considered a **_______** load.
videos/Civil_Engineering/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_11
aluminum
https://www.youtube.com/watch?v=Sdpcjm2vmLY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Aluminium", "https://en.wikipedia.org/wiki/Thermal_conduction", "https://en.wikipedia.org/wiki/Thermal_conductivity_and_resistivity", "https://en.wikipedia.org/wiki/Thermodynamics", "https://en.wikipedia.org/wiki/Specific_heat_capacity" ], "ratio...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/0.mp4
The indicator on the _______ rod melts first.
videos/Mechanical_Engineering/0.mp4
{ "A": "Ni has a lower specific heat than Brass", "B": "Al has a lower specific heat than Brass", "C": "Al has a higher specific heat than Stainless steel", "D": "Cu has a lower specific heat than Brass", "E": "Stainless steel has a lower specific heat than Cu" }
multiple-choice
validation_12
B
https://www.youtube.com/watch?v=Sdpcjm2vmLY
{ "knowledge": [ "https://en.wikipedia.org/wiki/List_of_thermal_conductivities", "https://en.wikipedia.org/wiki/Electronic_specific_heat", "https://en.wikipedia.org/wiki/Aluminium", "https://en.wikipedia.org/wiki/Specific_heat_capacity" ], "rationale": "Since all the metal rods are heated simultan...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/0.mp4
According to the video, which of the following statements can be inferred?
videos/Mechanical_Engineering/0.mp4
{ "A": "Aluminum has a higher thermal conductivity than copper, allowing heat to travel faster along the rod.", "B": "Aluminum has a lower heat capacity per unit volume than copper, so it heats up faster despite having a lower thermal conductivity.", "C": "The melting point of aluminum is lower than that of coppe...
multiple-choice
validation_13
B
https://www.youtube.com/watch?v=Sdpcjm2vmLY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Heat_capacity_ratio", "https://en.wikipedia.org/wiki/Thermal_conductivity_and_resistivity", "https://en.wikipedia.org/wiki/Heat_transfer", "https://en.wikipedia.org/wiki/Specific_heat_capacity", "https://en.wikipedia.org/wiki/Properties_of_metals,_me...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/0.mp4
Which of the following is the most accurate explanation for why the indicator on the aluminum rod melted first?
videos/Mechanical_Engineering/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_14
force majeure
https://www.youtube.com/watch?v=x4lbNF8N1UI
{ "knowledge": [ "https://en.wikipedia.org/wiki/Natural_disaster", "https://en.wikipedia.org/wiki/Hardship_clause", "https://en.wikipedia.org/wiki/Force_majeure", "https://en.wikipedia.org/wiki/Impossibility_of_performance", "https://en.wikipedia.org/wiki/Contract" ], "rationale": "In contract...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Law/0.mp4
In contract law, an incident shown in the video is considered a _____ event that can impact the enforceability or performance of contractual terms.
videos/Law/0.mp4
{ "A": "Different metal rods have different magnetic permeabilities. Metal rods with high magnetic permeability make light bulbs brighter.", "B": "Different metal rods have different resistances. Metal rods with lower resistance make the bulb brighter.", "C": "Different metal rods have different magnetic permeabi...
multiple-choice
validation_15
C
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/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Electrical_resistivity_and_conductivity", "https://en.wikipedia.org/wiki/Permeability_(electromagnetism)", "https://en.wikipedia.org/wiki/RL_circui...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electrical_Engineering/1.mp4
Why do light bulbs glow differently when different metal rods are inserted?
videos/Electrical_Engineering/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_16
El Niño
https://www.youtube.com/watch?v=7vIjhe5D6cM
{ "knowledge": [ "https://en.wikipedia.org/wiki/El_Ni%C3%B1o%E2%80%93Southern_Oscillation", "https://en.wikipedia.org/wiki/Sea_surface_temperature", "https://en.wikipedia.org/wiki/Ocean_temperature" ], "rationale": "The dynamic changes in ocean color patterns from January 1997 to November 1998 indicat...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biology/0.mp4
The climatic event affecting the climate during the period shown in the video is known as **______**.
videos/Biology/0.mp4
{ "A": "It may convert gravitational energy into elastic energy.", "B": "It may convert one force to another force.", "C": "It may convert one speed to another speed.", "D": "It may convert linear motion into rotational motion.", "E": "It may convert gravitational energy to kinetic energy." }
multiple-choice
validation_17
D
https://www.youtube.com/watch?v=Rww3p3c4ewY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Mechanical_energy", "https://en.wikipedia.org/wiki/Kinematics", "https://en.wikipedia.org/wiki/Mechanical_engineering" ], "rationale": "In the video, the rotation of the disk carries the vertical movement of the animal block, and the speed of the block c...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/1.mp4
What kind of mechanical transformation is not represented in the video?
videos/Mechanical_Engineering/1.mp4
{ "A": "A decrease in primary productivity due to reduced nutrient upwelling.", "B": "An increase in marine biodiversity due to enhanced nutrient availability.", "C": "Coral reef expansion due to cooler sea surface temperatures.", "D": "A surge in fish populations along the coast due to favorable breeding condi...
multiple-choice
validation_18
A
https://www.youtube.com/watch?v=7vIjhe5D6cM
{ "knowledge": [ "https://en.wikipedia.org/wiki/El_Ni%C3%B1o%E2%80%93Southern_Oscillation", "https://en.wikipedia.org/wiki/Upwelling", "https://en.wikipedia.org/wiki/Phytoplankton", "https://en.wikipedia.org/wiki/Pacific_Ocean" ], "rationale": "The video depicts an El NiГ±o event from 1997 to 1998...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biology/0.mp4
Which of the following biological events in the eastern Pacific Ocean is most likely to occur due to the phenomenon shown?
videos/Biology/0.mp4
{ "A": "The thermocline deepens, reducing nutrient upwelling and leading to decreased primary productivity.", "B": "The thermocline becomes shallower, enhancing nutrient upwelling and increasing primary productivity.", "C": "The thermocline remains at the same depth, but increased surface temperatures boost metab...
multiple-choice
validation_19
A
https://www.youtube.com/watch?v=7vIjhe5D6cM
{ "knowledge": [ "https://en.wikipedia.org/wiki/El_Ni%C3%B1o%E2%80%93Southern_Oscillation", "https://en.wikipedia.org/wiki/Thermocline", "https://en.wikipedia.org/wiki/Upwelling", "https://en.wikipedia.org/wiki/Marine_primary_production" ], "rationale": "During the 1997-1998 El NiГ±o, the thermocl...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biology/0.mp4
Based on the oceanic changes depicted in the video, which of the following best explains how the phenomenon impacts the thermocline depth and consequently affects marine ecosystems in the eastern Pacific Ocean?
videos/Biology/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_20
suburbanization
https://www.youtube.com/watch?v=jD43cNunjv8
{ "knowledge": [ "https://en.wikipedia.org/wiki/Central_business_district", "https://en.wikipedia.org/wiki/Urban_sprawl", "https://en.wikipedia.org/wiki/Suburbanization", "https://en.wikipedia.org/wiki/Remote_work" ], "rationale": "The video illustrates how remote working reduces commuting to the ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/0.mp4
The trend illustrated in the video can lead to increased _____ (a city development phenomenon).
videos/Geography/0.mp4
{ "A": "The rent of office buildings in the city center has risen.", "B": "The number of residents in the suburbs of cities has increased.", "C": "The pace of life has become faster.", "D": "The demand for entertainment facilities in cities is decreasing.", "E": "The frequency of urban public transportation i...
multiple-choice
validation_21
B
https://www.youtube.com/watch?v=jD43cNunjv8
{ "knowledge": [ "https://en.wikipedia.org/wiki/Central_business_district", "https://en.wikipedia.org/wiki/Suburbanization", "https://en.wikipedia.org/wiki/Remote_work", "https://en.wikipedia.org/wiki/Urbanization" ], "rationale": "As teleworking becomes more popular, the demand for traditional of...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Geography/0.mp4
Imagine what kind of changes would happen if more and more young people in a city chose this way of working?
videos/Geography/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_22
blind spot
https://www.youtube.com/watch?v=QXzgokis33I
{ "knowledge": [ "https://en.wikipedia.org/wiki/Photoreceptor_cell", "https://en.wikipedia.org/wiki/Blind_spot_(vision)", "https://en.wikipedia.org/wiki/Optic_nerve", "https://en.wikipedia.org/wiki/Optic_disc" ], "rationale": "The 'X' disappears when focusing on the dot due to the image falling on...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/0.mp4
The video demonstrates a famous experiment that proves the existence of the _____.
videos/Neurobiology/0.mp4
{ "A": "Larger", "B": "Smaller, then larger", "C": "Smaller", "D": "Keep same", "E": "Larger, then smaller" }
multiple-choice
validation_23
D
https://www.youtube.com/watch?v=otGIuWCbR58
{ "knowledge": [ "https://en.wikipedia.org/wiki/Conservative_force", "https://en.wikipedia.org/wiki/Conservation_of_energy", "https://en.wikipedia.org/wiki/Mechanical_energy", "https://en.wikipedia.org/wiki/Pendulum" ], "rationale": "The initial height of the pendulum is the same after adding a ne...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/0.mp4
How does the energy of the pendulum changes after adding a new item in the experiment without consideration of friction?
videos/Mechanics/0.mp4
{ "A": "peptidyltransferase", "B": "RNA polymerase", "C": "DNA polymerase", "D": "Topoisomerase", "E": "Spliceosome complex" }
multiple-choice
validation_24
B
https://www.youtube.com/watch?v=HgBR8cCAgWE
{ "knowledge": [ "https://en.wikipedia.org/wiki/RNA_polymerase", "https://en.wikipedia.org/wiki/Peptidyl_transferase_center", "https://en.wikipedia.org/wiki/Topoisomerase", "https://en.wikipedia.org/wiki/DNA_polymerase", "https://en.wikipedia.org/wiki/Transcription_(biology)", "https://en.wiki...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/0.mp4
What could the brown stuff in the video be?
videos/Clinical_Medicine/0.mp4
{ "A": "Bubble Sort", "B": "Merge Sort", "C": "Insertion Sort", "D": "Selection Sort", "E": "Heap Sort" }
multiple-choice
validation_25
C
https://www.youtube.com/watch?v=HnQMDkUFzh4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Heapsort", "https://en.wikipedia.org/wiki/Insertion_sort", "https://en.wikipedia.org/wiki/Bubble_sort", "https://en.wikipedia.org/wiki/Selection_sort", "https://en.wikipedia.org/wiki/Merge_sort" ], "rationale": "The video ultimately sorts these b...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/2.mp4
The algorithm demonstrated in the video is which common algorithm?
videos/Computer_Science/2.mp4
{ "A": "Ohm's Law", "B": "Hooke's Law", "C": "Archimedes' Law", "D": "Joule's Law", "E": "Kepler's Laws" }
multiple-choice
validation_26
E
https://www.youtube.com/watch?v=9OGo8-VWqfw
{ "knowledge": [ "https://en.wikipedia.org/wiki/History_of_astronomy", "https://en.wikipedia.org/wiki/Tycho_Brahe", "https://en.wikipedia.org/wiki/Johannes_Kepler", "https://en.wikipedia.org/wiki/Kepler%27s_laws_of_planetary_motion" ], "rationale": "Kepler's Laws of Planetary Motion were proposed ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Astronomy/0.mp4
Which law does the motion shown in the video satisfy?
videos/Astronomy/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_27
Salt
https://www.youtube.com/watch?v=Ug9Ev5aWzMg&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=14
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electrolyte", "https://en.wikipedia.org/wiki/Electrical_resistivity_and_conductivity", "https://en.wikipedia.org/wiki/Salt_(chemistry)", "https://en.wikipedia.org/wiki/Conductivity_(electrolytic)" ], "rationale": "The demonstrator adds salt to the we...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/2.mp4
This substance increases conductivity in the solution. The substance added is **_____**.
videos/Electromagnetism/2.mp4
{ "A": "The aluminum piece on the left has greater initial power than the aluminum piece in the middle.", "B": "The aluminum piece on the left is subject to force in the external magnetic field but the aluminum piece in the middle is unforced.", "C": "The aluminum sheet on the left has a small area, and the induc...
multiple-choice
validation_28
C
https://www.youtube.com/watch?v=ooTyX_preT4&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Eddy_current", "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Electromotive_force", "https://en.wikipedia.org/wiki/Electromagnetic_induction" ], "rationale": "When the aluminum sheet passes through the magnetic field, th...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/3.mp4
Why does the aluminum piece on the left move longer than the aluminum piece in the middle?
videos/Electromagnetism/3.mp4
{ "A": "The middle plate stops sooner because the magnetic field exerts a direct mechanical force opposing its motion; replacing it with brass would cause it to stop even sooner due to increased magnetic interactions.", "B": "The middle plate stops sooner due to magnetic hysteresis losses as it moves through the ma...
multiple-choice
validation_29
E
https://www.youtube.com/watch?v=ooTyX_preT4&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Magnetic_damping", "https://en.wikipedia.org/wiki/Eddy_current", "https://en.wikipedia.org/wiki/Electrical_resistivity_and_conductivity", "https://en.wikipedia.org/wiki/Skin_effect" ], "r...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/3.mp4
Which of the following statements best explains the observed difference in the durations of swinging, and predicts the expected effect if the middle plate were replaced with a plate made of brass?
videos/Electromagnetism/3.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_30
pacinian
https://www.youtube.com/watch?v=wlynNcqR3h0&t=155s
{ "knowledge": [ "https://en.wikipedia.org/wiki/Cutaneous_receptor", "https://en.wikipedia.org/wiki/Pacinian_corpuscle", "https://en.wikipedia.org/wiki/Mechanoreceptor", "https://en.wikipedia.org/wiki/Patellar_reflex", "https://en.wikipedia.org/wiki/Somatosensory_system" ], "rationale": "In th...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/1.mp4
In the reflex test shown in the video, the receptors called _____ corpuscles play a crucial role.
videos/Neurobiology/1.mp4
{ "A": "Joule's Law", "B": "Hooke's Law", "C": "Kepler's Laws", "D": "Newton's Laws", "E": "Archimedes' Law" }
multiple-choice
validation_31
D
https://www.youtube.com/watch?v=1-sryuPwF4M
{ "knowledge": [ "https://en.wikipedia.org/wiki/Classical_mechanics", "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Inertia" ], "rationale": "In the video, because the coin has Inertia, which is the ability of an object to resist changes in motion, it mainta...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/1.mp4
Which law does the experiment shown in the video satisfy?
videos/Mechanics/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_32
blasting
https://www.youtube.com/watch?v=D6pfXO7OBiw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Earthworks_(engineering)", "https://en.wikipedia.org/wiki/Drilling_and_blasting" ], "rationale": "The video primarily features blasting within the mountain, clearly demonstrating the huge dust clouds produced by blasting, which has a sudden impact.", "subj...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Civil_Engineering/1.mp4
Which excavation method is shown in the video?
videos/Civil_Engineering/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_33
third-person
https://www.youtube.com/watch?v=A6P__tQ9Yyw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Narration#Third-person", "https://en.wikipedia.org/wiki/Narration", "https://en.wikipedia.org/wiki/Literary_criticism" ], "rationale": "The video clip depicts Truman’s life, including his interactions with many people, allowing us to infer that this se...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Literature/0.mp4
Based on the content and techniques of the film, its narrative perspective is ______ perspective.
videos/Literature/0.mp4
{ "A": "others", "B": "omniscient narrator", "C": "limited omniscient", "D": "second-person", "E": "third-person" }
multiple-choice
validation_34
E
https://www.youtube.com/watch?v=A6P__tQ9Yyw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Narration", "https://en.wikipedia.org/wiki/Unreliable_narrator" ], "rationale": "The clip in the video is an excerpt from Truman's World and is presented primarily in the third person. A limited omniscient point of view is one in which the narrator knows the...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Literature/0.mp4
According to the video,what's the narration perspective?
videos/Literature/0.mp4
{ "A": "Romanticism", "B": "Postmodernism", "C": "Realism", "D": "Naturalism", "E": "Symbolism" }
multiple-choice
validation_35
B
https://www.youtube.com/watch?v=A6P__tQ9Yyw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Postmodern_art", "https://en.wikipedia.org/wiki/Postmodern_literature", "https://en.wikipedia.org/wiki/Nonlinear_narrative", "https://en.wikipedia.org/wiki/Unreliable_narrator" ], "rationale": "The narrative style of the video closely aligns with Pos...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Literature/0.mp4
Which literary movement does the narrative style of the video most closely align with?
videos/Literature/0.mp4
{ "A": "The cyclical nature of time and history", "B": "The blurring of reality and illusion", "C": "The destructive pursuit of power", "D": "The inevitable decline of human morality", "E": "The redemptive power of love and sacrifice" }
multiple-choice
validation_36
B
https://www.youtube.com/watch?v=A6P__tQ9Yyw
{ "knowledge": [ "https://en.wikipedia.org/wiki/Narrative", "https://en.wikipedia.org/wiki/Hyperreality", "https://en.wikipedia.org/wiki/Unreliable_narrator" ], "rationale": "The analysis highlights the theme of 'The blurring of reality and illusion' as the most prominent in the narrative, evidenced b...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Literature/0.mp4
Based on the video description, which of the following literary themes is most prominently represented in the narrative?
videos/Literature/0.mp4
{ "A": "There is a power source inside the light bulb.", "B": "The gravitational potential energy of the bulb is converted into electrical energy making the bulb glow.", "C": "There is a magnetic field in the environment, and the light bulb cuts the magnetic field lines to generate an induced electromotive force....
multiple-choice
validation_37
C
https://www.youtube.com/watch?v=J2saaNFbJMo&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=5
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electromagnetism", "https://en.wikipedia.org/wiki/Faraday%27s_law_of_induction", "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Light-emitting_diode", "https://en.wikipedia.org/wiki/Electromotive_force" ],...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/4.mp4
Why do LED bulbs light up?
videos/Electromagnetism/4.mp4
{ "A": "No electromotive force (EMF) or eddy currents are induced in the conductive sheet because it is stationary relative to the magnetic field.", "B": "Eddy currents are induced in the conductive sheet, generating a magnetic field that opposes the increasing external magnetic field, resulting in a repulsive forc...
multiple-choice
validation_38
E
https://www.youtube.com/watch?v=J2saaNFbJMo&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=5
{ "knowledge": [ "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Faraday%27s_law_of_induction", "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Eddy_current", "https://en.wikipedia.org/wiki/Magnetic_field" ], "rationale": "...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/4.mp4
Which of the following statements best describes the phenomena occurring in the conductive sheet?
videos/Electromagnetism/4.mp4
{ "A": "Palpation", "B": "Percussion", "C": "Inspection", "D": "Auscultation", "E": "Both B and D" }
multiple-choice
validation_39
E
https://www.youtube.com/watch?v=qpBYYol2YNs
{ "knowledge": [ "https://en.wikipedia.org/wiki/Physical_examination", "https://en.wikipedia.org/wiki/Auscultation", "https://en.wikipedia.org/wiki/Percussion_(medicine)", "https://en.wikipedia.org/wiki/Palpation" ], "rationale": "In the video, the doctor first observes the patient’s tracheal po...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/1.mp4
Which step of the chest examination is not shown in the video?
videos/Clinical_Medicine/1.mp4
{ "A": "Third one", "B": "Second one", "C": "All", "D": "First one", "E": "Two of the three" }
multiple-choice
validation_40
A
https://www.youtube.com/watch?v=KKNczzutVI4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Elastic_collision", "https://en.wikipedia.org/wiki/Conservation_of_energy", "https://en.wikipedia.org/wiki/Inelastic_collision", "https://en.wikipedia.org/wiki/Classical_mechanics", "https://en.wikipedia.org/wiki/Kinetic_energy" ], "rationale": "...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/2.mp4
Which move motion in the video lose the system energy?
videos/Mechanics/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_41
six
https://www.youtube.com/watch?v=uyAEbrG4vaI
{ "knowledge": [ "https://en.wikipedia.org/wiki/European_Economic_Community", "https://en.wikipedia.org/wiki/Member_state_of_the_European_Union", "https://en.wikipedia.org/wiki/Treaty_of_Rome" ], "rationale": "The video introduces the background of the establishment of the European Union. The Treaty o...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Economics/0.mp4
The treaty signed in the video involves ______ countries and has had a profound impact on economic, social, and political aspects.
videos/Economics/0.mp4
{ "A": "Norovirus", "B": "Measles virus", "C": "Hemorrhagic fever virus", "D": "Human papillomavirus", "E": "Arboviral encephalitis virus" }
multiple-choice
validation_42
C
https://www.youtube.com/watch?v=gRlP9HNSzQY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Measles", "https://en.wikipedia.org/wiki/Human_papillomavirus_infection", "https://en.wikipedia.org/wiki/Viral_encephalitis", "https://en.wikipedia.org/wiki/Viral_hemorrhagic_fever", "https://en.wikipedia.org/wiki/Ebola", "https://en.wikipedia.or...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/0.mp4
Which of the following virus infections does it belong to?
videos/Basic_Medicine/0.mp4
{ "A": "Unify the political system and social system of member states", "B": "Develop a unified labor market across member states", "C": "Create a common currency for all member states", "D": "Eliminate trade barriers between member states and promote economic integration", "E": "Strengthen exchanges among me...
multiple-choice
validation_43
D
https://www.youtube.com/watch?v=uyAEbrG4vaI
{ "knowledge": [ "https://en.wikipedia.org/wiki/European_single_market", "https://en.wikipedia.org/wiki/Customs_union", "https://en.wikipedia.org/wiki/European_Union", "https://en.wikipedia.org/wiki/Treaty_of_Rome", "https://en.wikipedia.org/wiki/Free_trade_area", "https://en.wikipedia.org/wik...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Economics/0.mp4
What is the main economic purpose of the event shown in the video?
videos/Economics/0.mp4
{ "A": "By creating a common market allows free movement of goods, services, capital, and labor, letting members specialize by their strengths.", "B": "By adopting a single currency to eliminate exchange rate fluctuations and reduce transaction costs among member states.", "C": "By imposing uniform protectionist ...
multiple-choice
validation_44
A
https://www.youtube.com/watch?v=uyAEbrG4vaI
{ "knowledge": [ "https://en.wikipedia.org/wiki/European_Economic_Community", "https://en.wikipedia.org/wiki/Comparative_advantage", "https://en.wikipedia.org/wiki/Single_market", "https://en.wikipedia.org/wiki/Treaty_of_Rome" ], "rationale": "The creation of the EEC aimed to enhance economic effi...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Economics/0.mp4
Which of the following best explains the primary benefits brought by the treaty shown in the video?
videos/Economics/0.mp4
{ "A": "A decrease in overall consumer welfare resulting from trade diversion away from more efficient non-member producers.", "B": "Reduction in intra-industry trade among member states as countries focus solely on their areas of absolute advantage.", "C": "Standardization leading to a decrease in product divers...
multiple-choice
validation_45
D
https://www.youtube.com/watch?v=uyAEbrG4vaI
{ "knowledge": [ "https://en.wikipedia.org/wiki/Trade_diversion", "https://en.wikipedia.org/wiki/International_trade_theory", "https://en.wikipedia.org/wiki/Single_market", "https://en.wikipedia.org/wiki/European_Economic_Community", "https://en.wikipedia.org/wiki/Economies_of_scale", "https:/...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Economics/0.mp4
From an economic perspective, given both classical and modern trade theories, which of the following is the most likely long-term effect on the countries shown in the video?
videos/Economics/0.mp4
{ "A": "Larger", "B": "Keep same", "C": "Larger first, then smaller", "D": "Smaller", "E": "None of the above" }
multiple-choice
validation_46
E
https://www.youtube.com/watch?v=mu9jAHgDjQg
{ "knowledge": [ "https://en.wikipedia.org/wiki/Conservation_of_energy", "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Work_(physics)", "https://en.wikipedia.org/wiki/Circular_motion", "https://en.wikipedia.org/wiki/Kinetic_energy" ], "rationale": "T...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/3.mp4
How does the kinetic energy of the system in the video changes?
videos/Mechanics/3.mp4
{ "A": "The net force on the block is zero, and no work is done on the block.", "B": "The net force on the block is directed tangentially to the path, and work is done to maintain its constant speed.", "C": "The net force on the block is directed toward the center of the circle, and no work is done on the block b...
multiple-choice
validation_47
C
https://www.youtube.com/watch?v=mu9jAHgDjQg
{ "knowledge": [ "https://en.wikipedia.org/wiki/Acceleration", "https://en.wikipedia.org/wiki/Centripetal_force", "https://en.wikipedia.org/wiki/Newton%27s_laws_of_motion", "https://en.wikipedia.org/wiki/Work_(physics)", "https://en.wikipedia.org/wiki/Circular_motion" ], "rationale": "The bloc...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanics/3.mp4
Which of the following statements correctly describes the net force acting on the block and the work done by this net force during the motion?
videos/Mechanics/3.mp4
{ "A": "Biodegradation", "B": "Community succession", "C": "Genetic drift", "D": "Migration of organism", "E": "Species formation" }
multiple-choice
validation_48
E
https://www.youtube.com/watch?v=HPQF9BQnw2A
{ "knowledge": [ "https://en.wikipedia.org/wiki/Allopatric_speciation", "https://en.wikipedia.org/wiki/On_the_Origin_of_Species", "https://en.wikipedia.org/wiki/Reproductive_isolation", "https://en.wikipedia.org/wiki/Speciation", "https://en.wikipedia.org/wiki/Charles_Darwin" ], "rationale": "...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biology/1.mp4
What biological process is shown in the video?
videos/Biology/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_49
left
https://www.youtube.com/watch?v=DehJPqwK6EY
{ "knowledge": [ "https://en.wikipedia.org/wiki/Supply_and_demand", "https://en.wikipedia.org/wiki/Automation", "https://en.wikipedia.org/wiki/Technological_unemployment" ], "rationale": "The introduction of automated sewing machines significantly increases production efficiency, reducing the need for...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Economics/1.mp4
Based on the scenario presented in the video, this phenomenon will cause the labor demand curve in the relevant industry to shift to the ______.
videos/Economics/1.mp4
{ "A": "Demographic segmentation targeting younger consumers", "B": "Geographic segmentation focusing on local sellers", "C": "Behavioral segmentation focusing on deal-seeking customers", "D": "Mass marketing without segmentation", "E": "Benefit segmentation emphasizing convenience" }
multiple-choice
validation_50
D
https://www.youtube.com/watch?v=NtssQ6wDvkQ
{ "knowledge": [ "https://en.wikipedia.org/wiki/Demographic_targeting", "https://en.wikipedia.org/wiki/Market_segmentation", "https://en.wikipedia.org/wiki/Marketing_strategy", "https://en.wikipedia.org/wiki/Psychographic_segmentation" ], "rationale": "The Shopee Mart 7.7 supermarket sale advertis...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Management/0.mp4
Which of the following market segmentation strategies is not used in the video?
videos/Management/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_51
memory loss
https://www.youtube.com/watch?v=h4JHGZMDSZM
{ "knowledge": [ "https://en.wikipedia.org/wiki/Neurodegenerative_disease", "https://en.wikipedia.org/wiki/Hippocampus", "https://en.wikipedia.org/wiki/Alzheimer%27s_disease" ], "rationale": "The earliest symptom caused by degeneration in the hippocampus, as illustrated in the neurodegenerative diseas...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/2.mp4
Based on the various manifestations of the disease shown in the video, it is clear that the main symptom in its early stages is **_______**.
videos/Neurobiology/2.mp4
{ "A": "recirculating-ball", "B": "rack-and-pinion", "C": "worm-and-roller", "D": "planetary gear set", "E": "A, B, and C" }
multiple-choice
validation_52
E
https://www.youtube.com/watch?v=xww_3wqoTCk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Steering", "https://en.wikipedia.org/wiki/Recirculating_ball", "https://en.wikipedia.org/wiki/Epicyclic_gearing", "https://en.wikipedia.org/wiki/Worm_drive", "https://en.wikipedia.org/wiki/Rack_and_pinion" ], "rationale": "The change in direction...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/2.mp4
What mechanical components are needed to achieve the actions in the video?
videos/Mechanical_Engineering/2.mp4
{ "A": "High-torque direct-drive electric motor", "B": "Hydraulic power steering pump and piston assembly", "C": "Pneumatic actuator with servo control system", "D": "Mechanical rack-and-pinion steering mechanism", "E": "Worm gear coupled with a sector gear" }
multiple-choice
validation_53
A
https://www.youtube.com/watch?v=xww_3wqoTCk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Sim_racing", "https://en.wikipedia.org/wiki/Direct-drive_mechanism", "https://en.wikipedia.org/wiki/Haptic_technology", "https://en.wikipedia.org/wiki/W_Motors", "https://en.wikipedia.org/wiki/Virtual_Reality_Applications_Center" ], "rationale": ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/2.mp4
Based on the video content, which of the following components is most critical for generating the torque feedback experienced by the user?
videos/Mechanical_Engineering/2.mp4
{ "A": "Open-loop control utilizing pre-defined torque outputs without feedback.", "B": "Proportional-Integral-Derivative control (PID control) incorporating feedback from multiple sensors for torque, steering angle, and vehicle dynamics.", "C": "On-off control (bang-bang control) toggling between maximum and zer...
multiple-choice
validation_54
B
https://www.youtube.com/watch?v=xww_3wqoTCk
{ "knowledge": [ "https://en.wikipedia.org/wiki/Steering", "https://en.wikipedia.org/wiki/Vehicle_dynamics", "https://en.wikipedia.org/wiki/Haptic_technology", "https://en.wikipedia.org/wiki/Feedback", "https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller" ],...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Mechanical_Engineering/2.mp4
Which of the following control methods is most appropriate for the steering wheel's force-feedback system in the video?
videos/Mechanical_Engineering/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_55
Faraday Cage
https://www.youtube.com/watch?v=FpfMdC_mCok&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=6
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electromagnetism", "https://en.wikipedia.org/wiki/Faraday_cage", "https://en.wikipedia.org/wiki/Radio", "https://en.wikipedia.org/wiki/Electromagnetic_shielding", "https://en.wikipedia.org/wiki/Electromagnetic_radiation" ], "rationale": "The vide...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/5.mp4
In the video, the phone is placed into a framework, which acts as a _________.
videos/Electromagnetism/5.mp4
{ "A": "The second time the mobile phone activity was different, the electromagnetic waves emitted were of low power.", "B": "The second time the mobile phone was placed in the barbed wire fence, the spread of electromagnetic waves was hindered.", "C": "The second time, the mobile phone was further away from the ...
multiple-choice
validation_56
B
https://www.youtube.com/watch?v=FpfMdC_mCok&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=6
{ "knowledge": [ "https://en.wikipedia.org/wiki/Faraday_cage", "https://en.wikipedia.org/wiki/Radio_propagation", "https://en.wikipedia.org/wiki/Cellular_network", "https://en.wikipedia.org/wiki/Electromagnetic_interference", "https://en.wikipedia.org/wiki/Electromagnetic_shielding" ], "ration...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/5.mp4
Why is the electromagnetic wave intensity measured the second time weaker than the first time?
videos/Electromagnetism/5.mp4
{ "A": "The mesh size is much smaller than the wavelength of both the incoming and outgoing signals, so the cage blocks both equally, but the phone is more sensitive to incoming signals than the detector is to outgoing signals.", "B": "The cage allows the higher frequency incoming signals to penetrate due to their ...
multiple-choice
validation_57
D
https://www.youtube.com/watch?v=FpfMdC_mCok&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=6
{ "knowledge": [ "https://en.wikipedia.org/wiki/Faraday_cage", "https://en.wikipedia.org/wiki/Radio_propagation", "https://en.wikipedia.org/wiki/Diffraction", "https://en.wikipedia.org/wiki/Electromagnetic_interference", "https://en.wikipedia.org/wiki/Longitudinal_wave" ], "rationale": "A wire...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/5.mp4
Which of the following best explains why the phone is still able to receive incoming calls?
videos/Electromagnetism/5.mp4
{ "A": "Atherosclerosis leading to myocardial infarction, managed by coronary stent implantation.", "B": "Chronic hypertension causing intracerebral hemorrhage, managed by implantable blood pressure sensors for real-time monitoring.", "C": "Hemophilia causing spontaneous bleeding, managed through recombinant clot...
multiple-choice
validation_58
B
https://www.youtube.com/watch?v=xND-fpeuAVE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Haemophilia", "https://en.wikipedia.org/wiki/Sickle_cell_disease", "https://en.wikipedia.org/wiki/Deep_vein_thrombosis", "https://en.wikipedia.org/wiki/Atherosclerosis", "https://en.wikipedia.org/wiki/Hypertension" ], "rationale": "The repeated b...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Basic_Medicine/1.mp4
Which of the following pathophysiological mechanisms is most likely being demonstrated, and which biomedical engineering intervention could most effectively manage this condition?
videos/Basic_Medicine/1.mp4
{ "A": "Diphtheria toxin inhibiting elongation factor 2", "B": "Tetanus toxin blocking inhibitory neurotransmitter release", "C": "Pertussis toxin increasing cAMP in respiratory epithelial cells", "D": "Shiga toxin inhibiting the 60S ribosomal subunit", "E": "Exfoliative toxin causing desquamation of skin" }
multiple-choice
validation_59
C
https://www.youtube.com/watch?v=DeR5_CQqF8w
{ "knowledge": [ "https://en.wikipedia.org/wiki/Whooping_cough", "https://en.wikipedia.org/wiki/Pertussis_vaccine", "https://en.wikipedia.org/wiki/Toxin-antitoxin_system", "https://en.wikipedia.org/wiki/Bordetella_pertussis" ], "rationale": "Since the child in the video has a a bad cough, the most...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Preventive_Medicine/0.mp4
Which of the following bacterial virulence factors is primarily responsible for the symptoms observed?
videos/Preventive_Medicine/0.mp4
{ "A": "Hepatitis A virus", "B": "Hepatitis E virus", "C": "Hepatitis B virus", "D": "Leptospira interrogans", "E": "Schistosoma haematobium" }
multiple-choice
validation_60
B
https://www.youtube.com/watch?v=JSoUH2s0eio
{ "knowledge": [ "https://en.wikipedia.org/wiki/Environmental_health", "https://en.wikipedia.org/wiki/Fecal%E2%80%93oral_route", "https://en.wikipedia.org/wiki/Viral_hepatitis", "https://en.wikipedia.org/wiki/Hepatitis_E", "https://en.wikipedia.org/wiki/Waterborne_disease" ], "rationale": "In ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Preventive_Medicine/1.mp4
Considering the environmental conditions shown in the video, which of the following pathogens is the most likely cause of this outbreak?
videos/Preventive_Medicine/1.mp4
{ "A": "Influenza virus", "B": "HCV", "C": "HAV", "D": "HBV", "E": "HIV" }
multiple-choice
validation_61
C
https://www.youtube.com/watch?v=JSoUH2s0eio
{ "knowledge": [ "https://en.wikipedia.org/wiki/Hepatitis_A", "https://en.wikipedia.org/wiki/Pathogen_transmission", "https://en.wikipedia.org/wiki/Virology", "https://en.wikipedia.org/wiki/Fecal%E2%80%93oral_route" ], "rationale": "The animation shows the transmission process of the fecal-oral ro...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Preventive_Medicine/1.mp4
Which of the following viruses is transmitted by the method shown in the video?
videos/Preventive_Medicine/1.mp4
{ "A": "Ciprofloxacin", "B": "Aspirin", "C": "Metformin", "D": "Pilocarpine", "E": "Levothyroxine" }
multiple-choice
validation_62
C
https://youtu.be/7AcDTGjBm_o?si=cHWsITDNV41I9kGh
{ "knowledge": [ "https://en.wikipedia.org/wiki/Lactic_acidosis", "https://en.wikipedia.org/wiki/Diabetes_medication", "https://en.wikipedia.org/wiki/Metformin", "https://en.wikipedia.org/wiki/Type_2_diabetes" ], "rationale": "1. Understand the Condition: Lactic acidosis is a serious metabolic con...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/1.mp4
Based on the video, which medication is most likely to cause lactic acidosis in this patient?
videos/Pharmacy/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_63
Silver
https://www.youtube.com/watch?v=k8UtR7akNec
{ "knowledge": [ "https://en.wikipedia.org/wiki/Redox", "https://en.wikipedia.org/wiki/Single_displacement_reaction", "https://en.wikipedia.org/wiki/Silver_nitrate", "https://en.wikipedia.org/wiki/Sandmeyer_reaction" ], "rationale": "In the reaction, a white substance forms on a coiled wire indica...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/1.mp4
In the video, the white substance forming on the coiled wire is elemental ______.
videos/Chemistry/1.mp4
{ "A": "Decomposition reaction", "B": "Single replacement reaction", "C": "Double displacement reaction", "D": "Precipitation reaction", "E": "Acid-base neutralization reaction" }
multiple-choice
validation_64
B
https://www.youtube.com/watch?v=k8UtR7akNec
{ "knowledge": [ "https://en.wikipedia.org/wiki/Redox", "https://en.wikipedia.org/wiki/Single_displacement_reaction", "https://en.wikipedia.org/wiki/Silver_nitrate", "https://en.wikipedia.org/wiki/Precipitation_(chemistry)" ], "rationale": "From the video, it can be observed that a filamentous sol...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/1.mp4
If the solution in the video is silver nitrate solution, what is the most likely type of reaction that would occur in the test tube?
videos/Chemistry/1.mp4
{ "A": "Changes in the size of the hollow coil", "B": "The conductivity of the hollow coil material changes", "C": "Magnetic field coupling between the hollow coil and the solid coil", "D": "Temperature changes in the solid coil", "E": "The power supply to the speaker is unstable" }
multiple-choice
validation_65
C
https://www.youtube.com/watch?v=OdCRvVXXuoE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electromagnetic_induction", "https://en.wikipedia.org/wiki/Antenna_(radio)", "https://en.wikipedia.org/wiki/Loudspeaker", "https://en.wikipedia.org/wiki/Electromagnetic_field", "https://en.wikipedia.org/wiki/Magnetic_coupling" ], "rationale": "In...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/6.mp4
What is the reason for the change in volume of the speaker?
videos/Electromagnetism/6.mp4
{ "A": "The induced current in the white ring opposes the change in the coil's magnetic field, increasing the coil's impedance, and decreasing the audio output volume.", "B": "The white ring acts as a magnetic core, increasing the coil's inductance and allowing more current to flow from the audio player, thereby in...
multiple-choice
validation_66
A
https://www.youtube.com/watch?v=OdCRvVXXuoE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Faraday%27s_law_of_induction", "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Alternating_current", "https://en.wikipedia.org/wiki/High_impedance", "https://en.wikipedia.org/wiki/Electromagnetic_induction" ], "ration...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/6.mp4
Which of the following best explains the phenomenon of decreasing audio output volume when a white ring is inserted into a copper coil?
videos/Electromagnetism/6.mp4
{ "A": "Inserting the white ring into the coil increases the coil's self-inductance, decreasing its impedance and causing more current to flow, which the audio player cannot sustain, thus reducing the output volume.", "B": "The induced current in the white ring creates a magnetic field opposing the coil's magnetic ...
multiple-choice
validation_67
B
https://www.youtube.com/watch?v=OdCRvVXXuoE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electrical_impedance", "https://en.wikipedia.org/wiki/Faraday%27s_law_of_induction", "https://en.wikipedia.org/wiki/Lenz%27s_law", "https://en.wikipedia.org/wiki/Alternating_current", "https://en.wikipedia.org/wiki/Electromagnetic_induction" ], "...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/6.mp4
Which of the following best explains the observed decrease in audio output volume?
videos/Electromagnetism/6.mp4
{ "A": "Z_total = jω (L_1 + L_2)", "B": "Z_total = jω L_1 + R_2", "C": "Z_total = jω L_1 + (ω M)^2/R_2", "D": "Z_total = jω L_1 - (ω M)^2/R_2", "E": "Z_total = jω (L_1 - M^2/L_2)" }
multiple-choice
validation_68
C
https://www.youtube.com/watch?v=OdCRvVXXuoE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Electrical_impedance", "https://en.wikipedia.org/wiki/Network_analysis_(electrical_circuits)", "https://en.wikipedia.org/wiki/Impedance_matching", "https://en.wikipedia.org/wiki/Inductance" ], "rationale": "The total impedance Z_total seen by the aud...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/6.mp4
Which of the following expressions best represents the new impedance Z_total seen by the audio player when the ring is inserted?
videos/Electromagnetism/6.mp4
{ "A": "Global Standardization Strategy", "B": "Transnational Strategy", "C": "Localization Strategy", "D": "Multi-Domestic Strategy", "E": "Export Strategy" }
multiple-choice
validation_69
B
https://www.youtube.com/watch?v=FPhg_ZjrPtU
{ "knowledge": [ "https://en.wikipedia.org/wiki/International_business_strategy", "https://en.wikipedia.org/wiki/Multinational_corporation", "https://en.wikipedia.org/wiki/Globalization", "https://en.wikipedia.org/wiki/Strategic_management" ], "rationale": "The company is likely adopting a Transna...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Management/1.mp4
Based on the video description, which of the following strategies is the company most likely adopting?
videos/Management/1.mp4
{ "A": "Renin-angiotensin system", "B": "Hypothalamic-pituitary-thyroid axis", "C": "Adrenaline and norepinephrine", "D": "Melatonin secretion", "E": "Sodium-potassium pump activity" }
multiple-choice
validation_70
A
https://www.youtube.com/watch?v=ezDJ1GSXl4s
{ "knowledge": [ "https://en.wikipedia.org/wiki/Homeostasis", "https://en.wikipedia.org/wiki/Assessment_of_kidney_function", "https://en.wikipedia.org/wiki/Osmoregulation", "https://en.wikipedia.org/wiki/Renin%E2%80%93angiotensin_system" ], "rationale": "The issue presented in the video is related...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Clinical_Medicine/2.mp4
When the phenomenon in the video occurs, which of the following options is the most important to adjust?
videos/Clinical_Medicine/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_71
electroscope
https://www.youtube.com/watch?v=OmDSDnAjWIE&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=1
{ "knowledge": [ "https://en.wikipedia.org/wiki/Static_electricity", "https://en.wikipedia.org/wiki/Electrostatics", "https://en.wikipedia.org/wiki/Electroscope", "https://en.wikipedia.org/wiki/Electric_dipole_moment", "https://en.wikipedia.org/wiki/Triboelectric_effect" ], "rationale": "There...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/7.mp4
The physical instrument utilized in the experiment is called ________.
videos/Electromagnetism/7.mp4
{ "A": "Wooden strips and plastic rods with different electrical charges attract each other.", "B": "The wooden stick and the plastic rod have the same electric charge and repel each other.", "C": "The plastic rod is charged, but the wooden strip is uncharged. The plastic rod ionizes the air to make the wooden st...
multiple-choice
validation_72
E
https://www.youtube.com/watch?v=OmDSDnAjWIE&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=1
{ "knowledge": [ "https://en.wikipedia.org/wiki/Torque", "https://en.wikipedia.org/wiki/Electric_field", "https://en.wikipedia.org/wiki/Electrostatic_induction", "https://en.wikipedia.org/wiki/Electric_dipole_moment", "https://en.wikipedia.org/wiki/Polarization_density" ], "rationale": "The ch...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/7.mp4
Why does the wooden stick rotate with the plastic strip?
videos/Electromagnetism/7.mp4
{ "A": "The metal rod transfers electrons directly to the metal cap through conduction when brought near, charging the cap and causing the metal piece inside to move due to electrostatic attraction.", "B": "Bringing the charged metal rod near the metal cap induces a redistribution of charges in the cap by electrost...
multiple-choice
validation_73
D
https://www.youtube.com/watch?v=OmDSDnAjWIE&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=1
{ "knowledge": [ "https://en.wikipedia.org/wiki/Triboelectric_effect", "https://en.wikipedia.org/wiki/Electrostatic_induction", "https://en.wikipedia.org/wiki/Electric_field", "https://en.wikipedia.org/wiki/Electrostatics" ], "rationale": "In the video described, a person rubs a metal rod with a p...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/7.mp4
Which of the following best explains the phenomenon in the video?
videos/Electromagnetism/7.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_74
convergence
https://www.youtube.com/watch?v=dq2o9YSGVho
{ "knowledge": [ "https://en.wikipedia.org/wiki/Oculomotor_nerve", "https://en.wikipedia.org/wiki/Vergence", "https://en.wikipedia.org/wiki/Binocular_vision", "https://en.wikipedia.org/wiki/Ciliary_muscle", "https://en.wikipedia.org/wiki/Accommodation_(vertebrate_eye)" ], "rationale": "The inw...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/3.mp4
The video demonstrates the complete workflow of a process. The first step of the process is called _______.
videos/Neurobiology/3.mp4
{ "A": "diversification", "B": "vertical integration", "C": "horizontal integration", "D": "outsourcing", "E": "speculation" }
multiple-choice
validation_75
B
https://www.youtube.com/watch?v=vdgzwMOVz-Q
{ "knowledge": [ "https://en.wikipedia.org/wiki/Risk_management", "https://en.wikipedia.org/wiki/Vertical_integration", "https://en.wikipedia.org/wiki/Supply_chain_management", "https://en.wikipedia.org/wiki/Horizontal_integration", "https://en.wikipedia.org/wiki/Diversification_(marketing_strateg...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Management/2.mp4
For the company shown in the video, what is one of the methods to handle associated risks?
videos/Management/2.mp4
{ "A": "Convergence", "B": "Dilation", "C": "Refraction", "D": "Transduction", "E": "Accommodation" }
multiple-choice
validation_76
E
https://www.youtube.com/watch?v=dq2o9YSGVho
{ "knowledge": [ "https://en.wikipedia.org/wiki/Human_eye", "https://en.wikipedia.org/wiki/Ciliary_muscle", "https://en.wikipedia.org/wiki/Accommodation_(vertebrate_eye)", "https://en.wikipedia.org/wiki/Vergence#Convergence" ], "rationale": "The video demonstrates the process of visual focus by th...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/3.mp4
What kind of functions of the human eyes is shown in this video?
videos/Neurobiology/3.mp4
{ "A": "Pupillary dilation, lens flattening, and divergence of the eyes", "B": "Pupillary constriction, lens thickening, and convergence of the eyes", "C": "Pupillary dilation, lens thickening, and convergence of the eyes", "D": "Pupillary constriction, lens flattening, and divergence of the eyes", "E": "Pupi...
multiple-choice
validation_77
B
https://www.youtube.com/watch?v=dq2o9YSGVho
{ "knowledge": [ "https://en.wikipedia.org/wiki/Vergence", "https://en.wikipedia.org/wiki/Accommodation_reflex", "https://en.wikipedia.org/wiki/Ciliary_muscle", "https://en.wikipedia.org/wiki/Eye", "https://en.wikipedia.org/wiki/Lens_(vertebrate_anatomy)", "https://en.wikipedia.org/wiki/Pupill...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/3.mp4
The video demonstrates different stages of eye accommodation. Which combination of physiological responses correctly describes these adjustments?
videos/Neurobiology/3.mp4
{ "A": "As the call progresses, the power of the electromagnetic waves emitted by the mobile phone weakens.", "B": "A medium that blocks the propagation of electromagnetic waves is added between the mobile phone and the measuring device.", "C": "As the mobile phone gets farther and farther away from the measuring...
multiple-choice
validation_78
C
https://www.youtube.com/watch?v=FpfMdC_mCok&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=6
{ "knowledge": [ "https://en.wikipedia.org/wiki/Radio_propagation", "https://en.wikipedia.org/wiki/Attenuation", "https://en.wikipedia.org/wiki/Received_signal_strength_indicator", "https://en.wikipedia.org/wiki/Electromagnetic_radiation" ], "rationale": "In the video, the mobile phone is always i...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/8.mp4
Why do mobile phone electromagnetic wave signal strength measurements gradually weaken?
videos/Electromagnetism/8.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_79
triboelectric (static electricity)
https://www.youtube.com/watch?v=SFhHs8F4OfI&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=24
{ "knowledge": [ "https://en.wikipedia.org/wiki/Voltage", "https://en.wikipedia.org/wiki/Electrostatics", "https://en.wikipedia.org/wiki/Electrostatic_generator" ], "rationale": "After the cloth is rubbed against the plastic pipe, charge transfer occurs. The plastic pipe becomes charged due to static ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/9.mp4
The video demonstrates the ________ effect.
videos/Electromagnetism/9.mp4
{ "A": "No relevant regulations", "B": "If the video object has independent legal standing", "C": "If the video is part of a sales demonstration", "D": "No", "E": "Yes" }
multiple-choice
validation_80
D
https://www.youtube.com/watch?v=D4e2rpw7gwY
{ "knowledge": [ "https://en.wikipedia.org/wiki/United_Nations_Convention_on_Contracts_for_the_International_Sale_of_Goods", "https://en.wikipedia.org/wiki/Electronic_Communications_Convention" ], "rationale": "According to Article 2 of the CISG, it specifies the types of contracts that are not applicable...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Law/1.mp4
Can the object in a video become the subject matter of a contract governed by CISG?
videos/Law/1.mp4
{ "A": "The aluminum foil becomes charged when rubbed against the cloth, attracting the rod.", "B": "The aluminum foil is charged, the rod is not, and they attract each other.", "C": "The aluminum foil and the rod have different charges and they attract each other.", "D": "The aluminum foil contains water and h...
multiple-choice
validation_81
E
https://www.youtube.com/watch?v=SFhHs8F4OfI&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=24
{ "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/Insulator_(electricity)", "https://en.wikipedia.org/wiki/Coulomb%27s_law" ], "ratio...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/9.mp4
Why is aluminum foil attracted to the rod in the video?
videos/Electromagnetism/9.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_82
150 µV
https://www.youtube.com/watch?v=IDWRxLcvCUo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Normal_distribution", "https://en.wikipedia.org/wiki/Standard_deviation", "https://en.wikipedia.org/wiki/Probability_density_function" ], "rationale": "The video shows the changes of the screen of the Keysight 34461A 6 1/2-digit digital multimeter, which...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/0.mp4
the standard deviation of the voltage measurements is approximately _____ microvolts
videos/Electronics_and_Communication/0.mp4
{ "A": "The organ is transplanted directly into the patient without any processing", "B": "The organ is flushed with a biological solution and decellularized", "C": "The organ is frozen and used directly", "D": "The organ's elasticity is tested using a mechanical device", "E": "The organ is sterilized with hi...
multiple-choice
validation_83
B
https://www.youtube.com/watch?v=R-qRRZfz4cM
{ "knowledge": [ "https://en.wikipedia.org/wiki/Stem-cell_therapy", "https://en.wikipedia.org/wiki/Organ_transplantation", "https://en.wikipedia.org/wiki/Tissue_engineering" ], "rationale": "The processing steps performed on the organ before the surgery, as shown in the video, correspond to option: (B...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Biomedical_Engineering/0.mp4
What are the processing steps performed on the organ before the surgery as shown in the video?
videos/Biomedical_Engineering/0.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_84
Gaussian
https://www.youtube.com/watch?v=IDWRxLcvCUo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Normal_distribution", "https://en.wikipedia.org/wiki/Gaussian_function", "https://en.wikipedia.org/wiki/Probability_distribution" ], "rationale": "The video shows the changes of the screen of the Keysight 34461A 6 1/2-digit digital multimeter, which disp...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/1.mp4
As the total number of voltage readings displayed by the Keysight 34461A multimeter increases, the voltage readings can be modeled as a random variable following a **______** distribution.
videos/Electronics_and_Communication/1.mp4
{ "A": "Gaussian", "B": "Uniform", "C": "Periodical", "D": "Lorentzian", "E": "Poisson" }
multiple-choice
validation_85
A
https://www.youtube.com/watch?v=IDWRxLcvCUo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Telecommunications", "https://en.wikipedia.org/wiki/Normal_distribution", "https://en.wikipedia.org/wiki/Signal_processing", "https://en.wikipedia.org/wiki/Spectral_density" ], "rationale": "The video shows the changes of the screen of the Keysight 3...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/1.mp4
According to the video, which distribution does the spectrum gradually obey?
videos/Electronics_and_Communication/1.mp4
{ "A": "Shot Noise", "B": "Flicker Noise (1/f Noise)", "C": "Thermal Noise (Johnson-Nyquist Noise)", "D": "Burst Noise", "E": "Avalanche Noise" }
multiple-choice
validation_86
C
https://www.youtube.com/watch?v=IDWRxLcvCUo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Johnson%E2%80%93Nyquist_noise", "https://en.wikipedia.org/wiki/Noise_(electronics)", "https://en.wikipedia.org/wiki/Flicker_noise", "https://en.wikipedia.org/wiki/Shot_noise", "https://en.wikipedia.org/wiki/Burst_noise", "https://en.wikipedia.org...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/1.mp4
Considering the characteristics of various types of electrical noise, which type of noise is most likely the primary contributor to the fluctuations observed in the voltage measurements?
videos/Electronics_and_Communication/1.mp4
{ "A": "The variance of the voltage readings has increased, causing the distribution to spread out.", "B": "The mean voltage has shifted away from the bin's voltage range.", "C": "The voltage readings are becoming more uniformly distributed over time.", "D": "The measurement noise is decreasing, narrowing the d...
multiple-choice
validation_87
E
https://www.youtube.com/watch?v=IDWRxLcvCUo
{ "knowledge": [ "https://en.wikipedia.org/wiki/Variance", "https://en.wikipedia.org/wiki/Normal_distribution", "https://en.wikipedia.org/wiki/Histogram", "https://en.wikipedia.org/wiki/Probability_density_function" ], "rationale": "The video shows the screen of a Keysight 34461A 6 1/2-digit digit...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/1.mp4
According to the video, which of the following best explains the observed decrease in the percentage of readings within that bin?
videos/Electronics_and_Communication/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_88
couplant
https://www.youtube.com/watch?v=Ru1bF8-cAY4
{ "knowledge": [ "https://en.wikipedia.org/wiki/Materials_science", "https://en.wikipedia.org/wiki/Composite_material", "https://en.wikipedia.org/wiki/Ultrasonic_testing" ], "rationale": "A transducer generates ultrasonic waves, which are introduced into the material. Reflections from internal defects...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/1.mp4
In the video, water droplets are used on the composite material surface as a _______.
videos/Materials_Science/1.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_89
automated fiber placement
https://www.youtube.com/watch?v=GEMG1HkgAwA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Composite_material", "https://en.wikipedia.org/wiki/Carbon-fiber_reinforced_polymer", "https://en.wikipedia.org/wiki/Robotic_arm", "https://en.wikipedia.org/wiki/Automated_fiber_placement" ], "rationale": "The video demonstrates the automated fiber p...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/2.mp4
What is the process shown in the video for manufacturing fiber composite materials?
videos/Materials_Science/2.mp4
{ "A": "The laid carbon fiber bundles are approximately homogeneous", "B": "Automated systems can detect defects in real time", "C": "The two laying processes take approximately the same amount of time.", "D": "Even speed at all times during production", "E": "Direction can be changed" }
multiple-choice
validation_90
D
https://www.youtube.com/watch?v=GEMG1HkgAwA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Composite_material", "https://en.wikipedia.org/wiki/Carbon-fiber_reinforced_polymer", "https://en.wikipedia.org/wiki/Carbon_fibers", "https://en.wikipedia.org/wiki/Manufacturing", "https://en.wikipedia.org/wiki/Automation" ], "rationale": "The ca...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/2.mp4
Which of the following statements is not true about automated manufacturing techniques for carbon fiber tows?
videos/Materials_Science/2.mp4
{ "A": "It allows for precise control over the degree of polymerization of the resin matrix.", "B": "It mitigates thermal stresses by evenly distributing heat during the curing process.", "C": "It enhances the intrinsic strength of individual carbon fibers through proper tensioning.", "D": "It ensures accurate ...
multiple-choice
validation_91
D
https://www.youtube.com/watch?v=GEMG1HkgAwA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Composite_material", "https://en.wikipedia.org/wiki/Carbon-fiber_reinforced_polymer", "https://en.wikipedia.org/wiki/Automated_fiber_placement" ], "rationale": "The primary advantage of Automated Fiber Placement (AFP) technology is its ability to ensure ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Materials_Science/2.mp4
Considering advanced composite manufacturing techniques and the challenges associated with producing high-performance carbon fiber composites, which of the following is the primary advantage of using technology shown in the video in this context?
videos/Materials_Science/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_92
84 g/mol
https://www.youtube.com/watch?v=vjVrIFScsls
{ "knowledge": [ "https://en.wikipedia.org/wiki/Chemical_compound", "https://en.wikipedia.org/wiki/Periodic_table", "https://en.wikipedia.org/wiki/Atomic_mass", "https://en.wikipedia.org/wiki/Molar_mass", "https://en.wikipedia.org/wiki/Sodium_bicarbonate" ], "rationale": "The formula mass of t...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/2.mp4
The formula mass of the white powder added to the beaker is **________** grams per mole.
videos/Chemistry/2.mp4
{ "A": "32g", "B": "40g", "C": "40amu", "D": "30amu", "E": "44amu" }
multiple-choice
validation_93
E
https://www.youtube.com/watch?v=vjVrIFScsls
{ "knowledge": [ "https://en.wikipedia.org/wiki/Molecular_mass", "https://en.wikipedia.org/wiki/Hydrochloric_acid", "https://en.wikipedia.org/wiki/Carbon_dioxide", "https://en.wikipedia.org/wiki/Molar_mass", "https://en.wikipedia.org/wiki/Sodium_bicarbonate" ], "rationale": "The question asks ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Chemistry/2.mp4
What is the formula mass of the generated gas ?
videos/Chemistry/2.mp4
{ "A": "Amoxicillin", "B": "Diphenhydramine", "C": "Metformin", "D": "Lisinopril", "E": "Sertraline" }
multiple-choice
validation_94
E
https://youtu.be/i8EPzkxAiVw?si=OHD0LWGtBwEIUUYE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Sertraline", "https://en.wikipedia.org/wiki/Lisinopril", "https://en.wikipedia.org/wiki/Depression_(mood)", "https://en.wikipedia.org/wiki/Amoxicillin", "https://en.wikipedia.org/wiki/Diphenhydramine", "https://en.wikipedia.org/wiki/Metformin" ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Pharmacy/2.mp4
What medicines can be used to relieve the symptoms of the diseases in the video?
videos/Pharmacy/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_95
odd
https://www.youtube.com/watch?v=223jb0uXARM
{ "knowledge": [ "https://en.wikipedia.org/wiki/Error_detection_and_correction", "https://en.wikipedia.org/wiki/Parity_bit", "https://en.wikipedia.org/wiki/Even_and_odd_functions", "https://en.wikipedia.org/wiki/Digital_signal_processing" ], "rationale": "The video uses animation to show the princ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/2.mp4
For the data in the video, if the added parity bit corresponds to the number of apples left on the tree, then it employs ____ parity.
videos/Electronics_and_Communication/2.mp4
{ "A": "5", "B": "4", "C": "6", "D": "3", "E": "2" }
multiple-choice
validation_96
A
https://www.youtube.com/watch?v=223jb0uXARM
{ "knowledge": [ "https://en.wikipedia.org/wiki/Error_detection_and_correction", "https://en.wikipedia.org/wiki/Information_theory", "https://en.wikipedia.org/wiki/Hamming_code", "https://en.wikipedia.org/wiki/Parity_bit", "https://en.wikipedia.org/wiki/Coding_theory" ], "rationale": "The vide...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electronics_and_Communication/2.mp4
To design an error-correcting code for a data word(the length is shown at the beginning of the video) that can detect and correct all single-bit errors, using the Hamming code, what is the minimum number of parity bits required?
videos/Electronics_and_Communication/2.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_97
C7
https://www.youtube.com/watch?v=m2CqTpNRGlA
{ "knowledge": [ "https://en.wikipedia.org/wiki/Spinal_nerve", "https://en.wikipedia.org/wiki/Spinal_cord", "https://en.wikipedia.org/wiki/Triceps_reflex", "https://en.wikipedia.org/wiki/Muscle_spindle" ], "rationale": "During the triceps reflex test, tapping the triceps tendon stretches the muscl...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Neurobiology/4.mp4
Based on the test shown in the video, the doctor is assessing the integrity of spinal nerve root level **____**.
videos/Neurobiology/4.mp4
{ "A": "The algorithm remains stable because swapping identical elements does not affect their relative order.", "B": "The algorithm becomes unstable because swapping elements immediately can change the relative order of duplicate elements.", "C": "The algorithm remains stable because it only swaps elements when ...
multiple-choice
validation_98
B
https://www.youtube.com/watch?v=92BfuxHn2XE
{ "knowledge": [ "https://en.wikipedia.org/wiki/Introduction_to_Algorithms", "https://en.wikipedia.org/wiki/Comparison_sort", "https://en.wikipedia.org/wiki/Time_complexity", "https://en.wikipedia.org/wiki/Sorting_algorithm", "https://en.wikipedia.org/wiki/Selection_sort" ], "rationale": "The ...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Computer_Science/3.mp4
In the algorithm demonstrated in the video, suppose we are sorting an array of ‘n’ elements containing duplicate values. The algorithm swaps elements immediately when a new minimum is found during the inner loop, rather than waiting until the end of the pass through the unsorted portion of the array. Based on this swap...
videos/Computer_Science/3.mp4
{ "A": "", "B": "", "C": "", "D": "", "E": "" }
open-ended
validation_99
capacitor
https://www.youtube.com/watch?v=xEGb0JVuNvY&list=PL_R7YJHCNd4eSlkX9YX0V4_UcWYCeMpk7&index=16
{ "knowledge": [ "https://en.wikipedia.org/wiki/Capacitance", "https://en.wikipedia.org/wiki/Electric_charge", "https://en.wikipedia.org/wiki/Capacitor" ], "rationale": "The analysis concludes that the aluminum cylinder serves as a capacitor in the circuit. Initially, there is minimal charge storage w...
https://huggingface.co/datasets/yale-nlp/MMVU/resolve/main/videos/Electromagnetism/10.mp4
In the circuit described, the cylinder functions as a **________**.
videos/Electromagnetism/10.mp4