The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding
Paper
• 2502.08946 • Published
• 191
image imagewidth (px) 236 630 | label stringclasses 27 values | choices sequencelengths 4 4 | input_1 sequencelengths 2 27 | output_1 sequencelengths 2 27 | input_2 sequencelengths 2 22 | output_2 sequencelengths 2 22 | input_3 sequencelengths 3 28 | output_3 sequencelengths 3 28 |
|---|---|---|---|---|---|---|---|---|
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[
0,
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"lever",
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5,
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0,
0,
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0
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[
0,
0,
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6,
0,
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0
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compression | [
"diffraction of waves",
"nuclear fission",
"compression",
"lever"
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[
0,
0,
0,
0,
0,
0,
0,
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[
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[
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1,
1,
2,
1,
1,
2,
0,
0,
2,
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1,
2,
7,
0
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[
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1,
1,
1,
1,
1,
1,
1,
0,
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1,
1,
1,
1,
7,
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[
7,
1,
1,
1,
1,
1,
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[
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2,
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1,
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[
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[
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0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
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] | [
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[
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[
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7,
7,
7,
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7,
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7,
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7,
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0
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[
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9,
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gravity | [
"compression",
"spectrum of light and optical filters",
"nuclear fission",
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diffuse reflection of light | [
"wave interference",
"diffraction of waves",
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compression | [
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wave interference | [
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3,
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5,
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0,
5,
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[
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[
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[
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[
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[
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[
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[
0,
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0,
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],
[
0,
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[
5,
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8,
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[
5,
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[
8,
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[
5,
5,
8,
5,
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],
[
5,
8,
5,
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gravity | [
"wave interference",
"lever",
"gravity",
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9,
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],
[
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9,
9,
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9,
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9,
9,
9,
9,
9,
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]
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9,
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9,
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9,
9,
9,
9,
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]
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[
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5,
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5,
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],
[
5,
5,
5,
5,
5,
5,
5,
5,
5,
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]
] | [
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3,
3,
3,
3,
3,
3,
3,
3,
3,
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],
[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
]
] | [
[
0,
0,
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[
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[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
]
] | |
gravity | [
"diffuse reflection of light",
"gravity",
"lever",
"wave interference"
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[
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[
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7,
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7
],
[
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
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]
] | [
[
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],
[
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],
[
0,
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],
[
0,
0,
0,
0,
0,
0,
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0,
0,
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2,
2
],
[
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2,
2
],
[
3,
3,
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0,
7,
7,
7
],
[
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7
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[
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7,
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],
[
7,
7,
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7,
7,
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7,
7,
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7,
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]
] | [
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[
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[
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[
9,
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9,
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7,
7,
7,
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0
],
[
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9,
9,
9,
9,
9,
9,
9
],
[
9,
9,
9,
9,
9,
9,
9,
9
]
] | [
[
0,
0,
0,
0,
0,
0,
0,
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0,
0
],
[
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[
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[
7,
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7,
7,
7,
7,
7,
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]
] | [
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7,
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],
[
7,
7,
7,
7,
7,
7,
7,
7,
7,
7
]
] | |
wave interference | [
"diffraction of waves",
"wave interference",
"compression",
"gravity"
] | [
[
0,
0,
2,
2,
0,
0,
0,
0,
0,
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0,
2,
2,
0,
0
],
[
0,
2,
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0,
2,
0,
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0,
2,
0,
0,
2,
0
],
[
2,
0,
0,
0,
0,
2,
0,
0,
0,
0,
2,
0,
0,
0,
0,
2
],
[
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2,
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0,
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],
[
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2,
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3,
3,
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3,
3,
3,
0,
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0
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[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
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[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
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[
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3,
3,
3,
3,
3,
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3,
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3,
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3,
3,
3,
3
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[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
]
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[
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[
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8,
0,
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0,
0,
0,
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0
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[
3,
3,
8,
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0,
0,
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0,
0,
0,
0,
0,
0,
0,
0,
0
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[
3,
3,
3,
3,
8,
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0,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
[
3,
3,
3,
3,
3,
3,
8,
8,
0,
0,
0,
0,
0,
0,
0,
0
],
[
3,
3,
3,
3,
3,
3,
3,
3,
8,
8,
0,
0,
0,
0,
0,
0
],
[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
8,
8,
0,
0,
0,
0
],
[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
8,
8,
8,
8
],
[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
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[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
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[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
],
[
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3,
3
]
] | |
spectrum of light and optical filters | [
"lever",
"spectrum of light and optical filters",
"nuclear fusion",
"diffuse reflection of light"
] | [
[
0,
0,
0,
0,
8,
0,
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[
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[
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[
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[
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[
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[
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[
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0,
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[
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[
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[
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[
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[
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2,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
]
] | |
spectrum of light and optical filters | [
"nuclear fusion",
"spectrum of light and optical filters",
"nuclear fission",
"diffuse reflection of light"
] | [
[
0,
0,
0,
0,
0,
0,
0,
0
],
[
0,
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[
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[
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[
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[
3,
3,
3,
3,
3,
3,
3,
3
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[
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0,
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[
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[
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[
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[
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[
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[
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[
0,
0,
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[
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0
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[
0,
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[
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[
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[
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[
3,
3,
3,
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3,
3,
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3
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[
0,
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0,
0,
0,
0,
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0
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[
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[
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[
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[
0,
0,
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[
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[
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[
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[
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[
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[
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[
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0,
0,
0,
0,
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5,
5,
0
]
] | |
lever | [
"diffuse reflection of light",
"wave interference",
"lever",
"diffraction of waves"
] | [
[
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[
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[
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[
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[
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1,
0,
0,
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],
[
0,
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9,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0,
0,
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]
] | [
[
0,
0,
0,
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[
0,
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[
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[
0,
0,
0,
0,
0,
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]
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[
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[
0,
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[
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[
0,
0,
0,
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0,
0,
0,
0,
0
]
] | [
[
2,
2,
2,
2,
2,
2,
2,
2,
2
],
[
2,
2,
2,
2,
2,
2,
2,
2,
2
],
[
2,
2,
2,
2,
2,
2,
2,
2,
2
],
[
2,
2,
2,
9,
1,
9,
2,
2,
2
],
[
2,
2,
2,
9,
9,
1,
2,
2,
2
],
[
2,
2,
2,
1,
1,
9,
2,
2,
2
],
[
2,
2,
2,
2,
2,
2,
2,
2,
2
],
[
2,
2,
2,
2,
9,
2,
2,
2,
2
],
[
2,
2,
2,
2,
2,
2,
2,
2,
2
]
] | [
[
0,
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0,
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[
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[
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[
0,
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0,
0,
0,
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]
] | [
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[
0,
0,
0,
0,
0,
0,
0,
0,
0
]
] | |
nuclear fusion | [
"wave interference",
"nuclear fission",
"diffuse reflection of light",
"nuclear fusion"
] | [
[
0,
0,
0,
0,
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],
[
0,
0,
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0,
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]
] | [
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],
[
0,
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0,
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0
]
] | [
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[
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]
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[
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0,
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0
],
[
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
]
] | [
[
0,
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0,
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0,
0,
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0,
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0
],
[
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[
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[
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[
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[
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[
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
]
] | [
[
0,
0,
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0,
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],
[
0,
0,
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[
0,
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[
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[
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[
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[
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],
[
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
]
] | |
diffraction of waves | [
"gravity",
"nuclear fission",
"lever",
"diffraction of waves"
] | [
[
0,
0,
0,
9,
9,
9,
0,
0,
0,
0,
0,
0
],
[
0,
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[
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],
[
0,
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],
[
0,
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],
[
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0,
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],
[
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[
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],
[
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],
[
0,
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0,
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0,
0,
0,
0
],
[
0,
0,
0,
9,
9,
9,
0,
0,
0,
0,
0,
0
]
] | [
[
0,
0,
0,
9,
9,
9,
0,
0,
0,
1,
1,
1
],
[
0,
0,
0,
9,
9,
9,
0,
0,
0,
5,
5,
5
],
[
0,
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0,
9,
9,
9,
0,
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1,
1,
1
],
[
0,
0,
0,
9,
9,
9,
0,
0,
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1,
1,
1
],
[
0,
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1,
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1
],
[
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1,
1,
1
],
[
0,
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[
0,
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[
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],
[
0,
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5,
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5
],
[
0,
0,
0,
9,
9,
9,
0,
0,
0,
1,
1,
1
]
] | [
[
0,
0,
0,
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0
],
[
0,
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0
],
[
0,
0,
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],
[
0,
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0
],
[
0,
0,
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9,
0,
0,
0,
0,
0,
0,
0
],
[
2,
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0
],
[
0,
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[
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[
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],
[
0,
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0
],
[
0,
0,
0,
0,
9,
0,
0,
0,
0,
0,
0,
0
]
] | [
[
0,
0,
0,
0,
9,
0,
0,
0,
0,
0,
0,
6
],
[
0,
0,
0,
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9,
0,
0,
0,
0,
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0,
6
],
[
0,
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0,
0,
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5
],
[
0,
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5
],
[
0,
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],
[
2,
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6
],
[
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[
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[
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[
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],
[
0,
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9,
0,
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]
] | [
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[
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[
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[
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[
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[
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spectrum of light and optical filters | [
"diffraction of waves",
"spectrum of light and optical filters",
"nuclear fission",
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spectrum of light and optical filters | [
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End of preview. Expand
in Data Studio
Dataset Card for PhysiCo
Dataset Card Authors
Mo Yu*, Lemao Liu*, Junjie Wu*, Tsz Ting Chung*, Shunchi Zhang*, Jiangnan Li, Dit-Yan Yeung, and Jie Zhou.
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Homepage:
physico-benchmark.github.io
Repository:
github.com
Paper:
huggingface.co
Leaderboard:
physico-benchmark.github.io
Point of Contact:
moyumyu@global.tencent.com
Size of downloaded dataset files:
3.16 MB
Size of the auto-converted Parquet files:
3.16 MB
Number of rows:
600