Datasets:

Modalities:
Text
Formats:
parquet
Languages:
English
ArXiv:
Libraries:
Datasets
Dask
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This is (part of) a (former) logo of which computer related brand?
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[ "Toshiba", "Acer", "Medion", "Broadcom Inc." ]
null
0
science
grade-6
use-data-to-describe-climates
false
true
Which statement best describes the climate of Houston? Hint: Summers in the Northern Hemisphere occur in June, July, and August. Winters in the Northern Hemisphere occur in December, January, and February. Houston, Texas, is a city in the United States. It has a humid subtropical climate.
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56, 112, 64, 156, 67, 16, 23, 23, 39, 110, 201, 126, 227, 124, 4, 131, 193, 128, 67, 135, 14, 137, 219, 196, 7, 6, 6, 74, 50, 238, 216, 100, 239, 222, 189, 200, 203, 203, 195, 228, 201, 147, 17, 31, 31, 47, 222, 76, 58, 58, 58, 66, 173, 86, 67, 163, 209, 64, 161, 80, 64, 173, 86, 163, 165, 165, 5, 93, 93, 93, 226, 240, 136, 251, 29, 34, 161, 213, 106, 241, 221, 239, 126, 23, 243, 230, 205, 195, 228, 201, 147, 225, 239, 239, 15, 153, 76, 38, 110, 44, 85, 84, 84, 132, 162, 162, 34, 168, 84, 42, 172, 95, 191, 222, 162, 27, 10, 9, 130, 128, 130, 130, 2, 113, 3, 161, 107, 215, 174, 97, 205, 154, 53, 88, 181, 106, 149, 56, 153, 177, 173, 173, 13, 126, 126, 126, 146, 220, 92, 105, 181, 90, 188, 249, 230, 155, 240, 246, 246, 70, 104, 104, 168, 184, 26, 80, 78, 78, 14, 128, 235, 29, 12, 203, 150, 45, 195, 156, 57, 115, 160, 211, 233, 160, 80, 40, 208, 222, 222, 110, 149, 245, 183, 137, 136, 172, 237, 161, 12, 216, 192, 127, 183, 195, 62, 118, 236, 24, 62, 251, 236, 51, 184, 185, 185, 97, 220, 184, 113, 226, 216, 83, 71, 71, 71, 168, 84, 42, 156, 60, 121, 18, 149, 149, 149, 136, 143, 143, 191, 239, 112, 13, 0, 255, 250, 215, 191, 208, 220, 220, 140, 167, 158, 122, 106, 200, 106, 28, 111, 190, 249, 38, 198, 142, 29, 139, 197, 139, 23, 195, 211, 211, 83, 156, 132, 52, 48, 48, 0, 185, 92, 14, 91, 91, 91, 201, 151, 165, 51, 209, 233, 116, 226, 154, 179, 233, 233, 233, 98, 136, 51, 5, 217, 148, 148, 20, 201, 215, 60, 6, 174, 223, 196, 28, 63, 126, 28, 5, 5, 5, 152, 59, 119, 46, 166, 76, 153, 2, 131, 193, 128, 194, 194, 66, 124, 240, 193, 7, 120, 246, 217, 103, 145, 152, 152, 136, 214, 214, 86, 244, 245, 245, 13, 11, 27, 61, 61, 61, 247, 60, 30, 184, 162, 162, 2, 231, 206, 157, 131, 175, 175, 47, 26, 26, 26, 80, 80, 80, 0, 119, 119, 119, 132, 134, 134, 34, 45, 45, 13, 227, 198, 141, 19, 199, 201, 106, 52, 26, 4, 4, 4, 72, 186, 83, 227, 157, 92, 127, 0, 80, 92, 92, 12, 189, 94, 47, 182, 205, 154, 106, 107, 107, 241, 247, 191, 255, 29, 41, 41, 41, 88, 190, 124, 249, 125, 143, 55, 207, 204, 204, 196, 230, 205, 155, 17, 16, 16, 0, 103, 103, 103, 113, 229, 18, 181, 90, 141, 152, 152, 24, 184, 186, 186, 194, 213, 213, 21, 97, 97, 97, 24, 28, 28, 132, 157, 157, 29, 140, 70, 35, 28, 29, 29, 37, 91, 185, 162, 167, 167, 7, 63, 248, 193, 15, 240, 248, 227, 143, 99, 210, 164, 73, 226, 245, 51, 56, 56, 136, 246, 246, 118, 156, 60, 121, 18, 85, 85, 85, 240, 243, 243, 195, 146, 37, 75, 196, 121, 17, 82, 201, 206, 206, 70, 86, 86, 22, 22, 44, 88, 48, 100, 109, 117, 147, 222, 222, 94, 100, 103, 103, 227, 248, 241, 227, 8, 11, 11, 195, 151, 191, 252, 101, 201, 198, 249, 223, 74, 95, 95, 31, 10, 10, 10, 80, 88, 88, 136, 171, 87, 175, 194, 104, 52, 98, 205, 154, 53, 152, 62, 125, 58, 100, 50, 153, 100, 225, 118, 211, 166, 77, 104, 106, 106, 194, 210, 165, 75, 17, 23, 23, 39, 78, 240, 236, 236, 236, 196, 233, 211, 167, 145, 147, 147, 3, 163, 209, 136, 180, 180, 52, 204, 158, 61, 91, 210, 29, 42, 137, 136, 70, 155, 135, 118, 12, 182, 41, 44, 205, 159, 63, 31, 51, 102, 204, 192, 182, 109, 219, 176, 127, 255, 126, 113, 146, 87, 74, 74, 10, 162, 162, 162, 176, 104, 209, 34, 8, 130, 48, 100, 172, 244, 189, 106, 104, 104, 192, 222, 189, 123, 241, 194, 11, 47, 12, 233, 9, 203, 202, 202, 66, 111, 111, 47, 166, 76, 153, 34, 110, 234, 97, 234, 45, 52, 173, 88, 113, 191, 76, 111, 187, 70, 69, 69, 193, 193, 193, 1, 182, 182, 182, 112, 119, 119, 135, 193, 96, 128, 82, 169, 196, 132, 9, 19, 160, 84, 42, 113, 252, 248, 113, 241, 45, 121, 63, 63, 63, 124, 249, 203, 95, 150, 164, 190, 57, 174, 174, 174, 120, 236, 177, 199, 96, 52, 26, 177, 97, 195, 6, 244, 246, 246, 34, 50, 50, 18, 103, 207, 158, 69, 116, 116, 52, 166, 79, 159, 14, 0, 183, 12, 209, 247, 51, 217, 46, 32, 32, 64, 28, 239, 190, 100, 201, 18, 164, 167, 167, 99, 239, 222, 189, 200, 207, 207, 71, 83, 83, 19, 98, 98, 98, 144, 150, 150, 102, 145, 13, 61, 128, 59, 187, 254, 162, 163, 163, 17, 31, 31, 15, 107, 223, 227, 154, 86, 119, 209, 233, 116, 240, 241, 241, 129, 173, 173, 173, 36, 33, 207, 52, 73, 77, 165, 82, 97, 246, 236, 217, 152, 62, 125, 58, 10, 11, 11, 97, 111, 111, 143, 3, 7, 14, 64, 175, 215, 139, 147, 235, 130, 130, 130, 160, 80, 40, 48, 127, 254, 124, 73, 39, 85, 150, 149, 149, 33, 44, 44, 12, 174, 174, 174, 67, 206, 123, 238, 220, 57, 156, 56, 113, 2, 74, 165, 18, 6, 131, 1, 181, 181, 181, 248, 217, 207, 126, 134, 175, 127, 253, 235, 195, 38, 182, 222, 43, 211, 230, 73, 77, 77, 77, 226, 205, 195, 205, 55, 109, 174, 174, 174, 88, 180, 104, 17, 20, 10, 5, 14, 31, 62, 140, 252, 252, 124, 76, 158, 60, 249, 190, 67, 110, 127, 127, 63, 218, 219, 219, 97, 99, 99, 35, 246, 78, 27, 12, 6, 40, 20, 10, 216, 216, 216, 32, 50, 50, 18, 158, 158, 158, 112, 118, 118, 70, 105, 105, 41, 254, 246, 183, 191, 225, 228, 201, 147, 88, 191, 126, 189, 36, 203, 114, 214, 213, 213, 225, 243, 207, 63, 199, 107, 175, 189, 134, 240, 240, 112, 0, 24, 178, 74, 201, 138, 21, 43, 16, 19, 19, 131, 45, 91, 182, 224, 244, 233, 211, 136, 142, 142, 182, 216, 78, 177, 68, 68, 163, 193, 67, 27, 176, 77, 100, 50, 25, 236, 236, 236, 240, 204, 51, 207, 136, 65, 231, 200, 145, 35, 226, 38, 7, 126, 126, 126, 144, 203, 229, 146, 244, 98, 93, 187, 118, 13, 177, 177, 177, 216, 182, 109, 27, 218, 219, 219, 177, 122, 245, 106, 56, 59, 59, 99, 235, 214, 173, 88, 186, 116, 41, 188, 188, 188, 44, 246, 86, 232, 166, 77, 155, 80, 81, 81, 1, 165, 82, 137, 201, 147, 39, 163, 167, 167, 7, 46, 46, 46, 136, 139, 139, 131, 78, 167, 195, 184, 113, 227, 224, 233, 233, 137, 248, 248, 120, 212, 214, 214, 34, 58, 58, 218, 42, 111, 205, 202, 100, 50, 164, 165, 165, 161, 181, 181, 21, 23, 46, 92, 64, 109, 109, 45, 78, 157, 58, 133, 223, 255, 254, 247, 22, 173, 235, 232, 232, 136, 121, 243, 230, 65, 46, 151, 99, 239, 222, 189, 88, 184, 112, 33, 94, 123, 237, 53, 156, 57, 115, 6, 123, 247, 238, 21, 215, 224, 158, 57, 115, 166, 217, 158, 70, 169, 220, 201, 245, 103, 205, 183, 199, 155, 154, 154, 208, 217, 217, 137, 190, 190, 62, 84, 84, 84, 224, 218, 181, 107, 248, 202, 87, 190, 34, 201, 185, 67, 67, 67, 241, 226, 139, 47, 98, 223, 190, 125, 168, 174, 174, 198, 188, 121, 243, 144, 154, 154, 138, 150, 150, 22, 164, 166, 166, 98, 219, 182, 109, 176, 179, 179, 67, 84, 84, 20, 10, 10, 10, 224, 236, 236, 12, 163, 209, 40, 73, 109, 224, 250, 187, 6, 46, 46, 46, 40, 43, 43, 195, 212, 169, 83, 1, 92, 239, 61, 189, 116, 233, 18, 206, 157, 59, 7, 39, 39, 39, 188, 240, 194, 11, 176, 181, 181, 69, 81, 81, 17, 246, 236, 217, 131, 134, 134, 6, 36, 39, 39, 75, 242, 51, 48, 173, 214, 33, 147, 201, 112, 225, 194, 5, 140, 29, 59, 246, 150, 75, 222, 133, 132, 132, 160, 175, 175, 15, 122, 189, 254, 150, 203, 89, 222, 141, 127, 254, 243, 159, 104, 108, 108, 132, 76, 38, 67, 76, 76, 12, 202, 202, 202, 16, 21, 21, 133, 178, 178, 50, 196, 196, 196, 160, 174, 174, 14, 65, 65, 65, 104, 107, 107, 131, 209, 104, 132, 157, 157, 29, 234, 234, 234, 196, 137, 136, 247, 107, 199, 142, 29, 24, 51, 102, 12, 220, 221, 221, 111, 249, 61, 71, 69, 69, 225, 217, 103, 159, 197, 191, 254, 245, 47, 228, 231, 231, 35, 50, 50, 210, 98, 239, 218, 17, 17, 141, 180, 135, 62, 96, 3, 16, 223, 6, 13, 9, 9, 193, 183, 191, 253, 109, 156, 58, 117, 10, 59, 118, 236, 128, 82, 169, 196, 115, 207, 61, 39, 217, 219, 211, 83, 167, 78, 133, 157, 157, 29, 114, 115, 115, 81, 82, 82, 130, 239, 124, 231, 59, 8, 11, 11, 67, 80, 80, 16, 18, 19, 19, 37, 95, 254, 204, 164, 179, 179, 83, 236, 177, 238, 235, 235, 67, 75, 75, 11, 22, 47, 94, 140, 146, 146, 18, 92, 190, 124, 25, 142, 142, 142, 216, 180, 105, 19, 102, 206, 156, 137, 182, 182, 54, 148, 150, 150, 162, 172, 172, 12, 47, 190, 248, 162, 197, 135, 37, 200, 100, 50, 140, 25, 51, 6, 43, 86, 172, 192, 198, 141, 27, 145, 149, 149, 133, 25, 51, 102, 88, 116, 51, 155, 27, 77, 152, 48, 65, 156, 100, 22, 30, 30, 142, 140, 140, 12, 177, 55, 251, 240, 225, 195, 146, 142, 253, 189, 21, 107, 93, 127, 95, 68, 167, 211, 161, 183, 183, 23, 127, 251, 219, 223, 32, 147, 201, 16, 26, 26, 138, 103, 158, 121, 70, 178, 119, 81, 100, 50, 25, 252, 253, 253, 17, 23, 23, 135, 205, 155, 55, 195, 214, 214, 22, 79, 60, 241, 4, 156, 157, 157, 209, 219, 219, 139, 170, 170, 42, 252, 230, 55, 191, 129, 175, 175, 47, 214, 174, 93, 139, 150, 150, 22, 113, 77, 112, 41, 200, 229, 114, 184, 184, 184, 32, 41, 41, 9, 251, 247, 239, 71, 89, 89, 25, 116, 58, 29, 206, 159, 63, 143, 37, 75, 150, 32, 53, 53, 85, 92, 33, 36, 38, 38, 6, 151, 46, 93, 130, 90, 173, 134, 86, 171, 149, 108, 152, 70, 88, 88, 24, 38, 77, 154, 132, 146, 146, 18, 236, 218, 181, 11, 169, 169, 169, 102, 87, 104, 25, 28, 28, 68, 120, 120, 56, 180, 90, 237, 125, 15, 77, 50, 253, 254, 27, 12, 6, 180, 180, 180, 32, 36, 36, 4, 223, 249, 206, 119, 208, 217, 217, 137, 101, 203, 150, 161, 173, 173, 13, 203, 150, 45, 67, 99, 99, 35, 188, 189, 189, 209, 212, 212, 4, 119, 119, 119, 12, 12, 12, 220, 247, 146, 128, 55, 214, 151, 203, 229, 248, 213, 175, 126, 133, 53, 107, 214, 96, 241, 226, 197, 195, 190, 206, 180, 147, 172, 139, 139, 11, 186, 187, 187, 209, 223, 223, 47, 238, 104, 73, 68, 244, 176, 121, 104, 199, 96, 223, 78, 111, 111, 47, 62, 252, 240, 67, 56, 56, 56, 224, 169, 167, 158, 146, 60, 248, 118, 116, 116, 32, 39, 39, 7, 197, 197, 197, 40, 47, 47, 135, 141, 141, 13, 158, 124, 242, 73, 177, 87, 205, 18, 76, 53, 75, 75, 75, 209, 212, 212, 4, 123, 123, 123, 44, 95, 190, 28, 145, 145, 145, 48, 26, 141, 80, 169, 84, 168, 172, 172, 132, 82, 169, 68, 65, 65, 1, 244, 122, 61, 190, 252, 229, 47, 75, 186, 52, 223, 237, 232, 245, 122, 92, 187, 118, 13, 219, 183, 111, 135, 82, 169, 196, 138, 21, 43, 36, 235, 193, 234, 232, 232, 64, 111, 111, 47, 194, 194, 194, 48, 48, 48, 32, 238, 194, 104, 234, 21, 236, 236, 236, 196, 182, 109, 219, 160, 215, 235, 177, 114, 229, 74, 113, 165, 144, 238, 238, 110, 184, 187, 187, 223, 119, 253, 187, 101, 233, 235, 239, 118, 90, 91, 91, 209, 213, 213, 133, 246, 246, 118, 68, 68, 68, 88, 100, 136, 140, 94, 175, 71, 110, 110, 46, 118, 236, 216, 129, 113, 227, 198, 33, 58, 58, 26, 199, 143, 31, 71, 120, 120, 184, 228, 147, 105, 205, 57, 115, 230, 12, 246, 237, 219, 7, 165, 82, 9, 123, 123, 123, 36, 37, 37, 97, 198, 140, 25, 67, 194, 92, 101, 101, 37, 182, 110, 221, 138, 148, 148, 20, 44, 88, 176, 64, 210, 250, 45, 45, 45, 248, 244, 211, 79, 113, 229, 202, 21, 164, 164, 164, 32, 49, 49, 81, 124, 174, 245, 122, 61, 58, 58, 58, 112, 254, 252, 121, 236, 223, 191, 31, 127, 252, 227, 31, 37, 185, 193, 185, 241, 53, 167, 166, 166, 6, 142, 142, 142, 88, 189, 122, 53, 38, 78, 156, 40, 78, 178, 188, 241, 255, 82, 187, 85, 253, 73, 147, 38, 13, 251, 186, 189, 123, 247, 162, 183, 183, 23, 95, 253, 234, 87, 185, 45, 58, 17, 61, 180, 30, 169, 128, 109, 250, 227, 210, 222, 222, 142, 204, 204, 76, 84, 86, 86, 226, 251, 223, 255, 190, 197, 234, 85, 85, 85, 33, 39, 39, 7, 101, 101, 101, 168, 173, 173, 69, 76, 76, 12, 86, 175, 94, 45, 110, 79, 108, 201, 154, 21, 21, 21, 226, 80, 144, 85, 171, 86, 137, 53, 117, 58, 157, 184, 238, 183, 53, 131, 157, 201, 169, 83, 167, 176, 97, 195, 6, 76, 154, 52, 9, 47, 190, 248, 162, 36, 61, 135, 239, 188, 243, 14, 154, 154, 154, 16, 22, 22, 134, 240, 240, 112, 168, 213, 106, 36, 36, 36, 64, 161, 80, 192, 217, 217, 25, 238, 238, 238, 104, 110, 110, 198, 197, 139, 23, 225, 234, 234, 138, 105, 211, 166, 89, 124, 98, 153, 57, 214, 190, 254, 110, 215, 14, 19, 75, 13, 79, 233, 236, 236, 196, 129, 3, 7, 144, 159, 159, 15, 23, 23, 23, 212, 213, 213, 225, 189, 247, 222, 179, 90, 160, 50, 237, 138, 24, 30, 30, 46, 78, 32, 214, 104, 52, 176, 179, 179, 67, 67, 67, 3, 46, 95, 190, 140, 147, 39, 79, 226, 119, 191, 251, 157, 69, 234, 171, 213, 106, 100, 103, 103, 99, 207, 158, 61, 80, 40, 20, 136, 138, 138, 130, 159, 159, 31, 66, 66, 66, 112, 230, 204, 25, 116, 118, 118, 98, 218, 180, 105, 152, 63, 127, 190, 164, 117, 77, 191, 255, 229, 229, 229, 168, 169, 169, 177, 202, 107, 206, 221, 212, 175, 174, 174, 198, 134, 13, 27, 144, 145, 145, 129, 185, 115, 231, 90, 165, 77, 68, 68, 35, 225, 145, 9, 216, 42, 149, 10, 189, 189, 189, 0, 174, 175, 220, 112, 226, 196, 9, 44, 91, 182, 204, 162, 189, 202, 38, 5, 5, 5, 200, 201, 201, 65, 85, 85, 21, 106, 106, 106, 176, 104, 209, 34, 172, 89, 179, 198, 98, 235, 29, 223, 170, 230, 234, 213, 171, 71, 36, 88, 222, 200, 244, 150, 253, 254, 253, 251, 241, 220, 115, 207, 13, 217, 209, 239, 94, 84, 84, 84, 224, 147, 79, 62, 65, 71, 71, 7, 92, 92, 92, 144, 154, 154, 10, 91, 91, 91, 228, 228, 228, 32, 54, 54, 22, 53, 53, 53, 24, 51, 102, 12, 66, 66, 66, 80, 84, 84, 132, 146, 146, 18, 204, 155, 55, 15, 139, 23, 47, 190, 239, 101, 233, 238, 198, 72, 94, 127, 35, 105, 211, 166, 77, 216, 191, 127, 63, 102, 206, 156, 137, 151, 94, 122, 105, 196, 198, 220, 118, 116, 116, 160, 170, 170, 10, 141, 141, 141, 168, 174, 174, 134, 74, 165, 18, 199, 136, 91, 202, 224, 224, 32, 6, 7, 7, 113, 236, 216, 49, 28, 62, 124, 24, 190, 190, 190, 104, 111, 111, 199, 216, 177, 99, 17, 27, 27, 139, 229, 203, 151, 91, 172, 246, 72, 255, 254, 155, 171, 111, 218, 212, 231, 220, 185, 115, 248, 205, 111, 126, 99, 149, 118, 16, 17, 141, 148, 71, 38, 96, 55, 54, 54, 98, 211, 166, 77, 226, 150, 228, 193, 193, 193, 120, 241, 197, 23, 173, 86, 127, 112, 112, 16, 57, 57, 57, 200, 207, 207, 71, 77, 77, 13, 158, 123, 238, 57, 73, 54, 118, 184, 155, 154, 42, 149, 10, 171, 87, 175, 198, 188, 121, 243, 44, 90, 247, 139, 116, 117, 117, 161, 172, 172, 76, 92, 147, 250, 126, 104, 181, 90, 92, 188, 120, 17, 249, 249, 249, 104, 111, 111, 71, 87, 87, 23, 22, 46, 92, 136, 89, 179, 102, 161, 182, 182, 22, 14, 14, 14, 40, 40, 40, 128, 74, 165, 130, 94, 175, 199, 249, 243, 231, 145, 152, 152, 136, 151, 94, 122, 73, 130, 239, 228, 206, 141, 244, 245, 55, 18, 4, 65, 64, 85, 85, 21, 118, 238, 220, 137, 129, 129, 1, 172, 92, 185, 18, 177, 177, 177, 86, 189, 177, 49, 169, 175, 175, 199, 167, 159, 126, 10, 149, 74, 5, 79, 79, 79, 164, 167, 167, 75, 114, 253, 125, 17, 211, 10, 69, 106, 181, 26, 87, 175, 94, 69, 96, 96, 32, 108, 108, 108, 224, 238, 238, 110, 209, 27, 108, 96, 228, 127, 255, 111, 174, 111, 218, 53, 245, 107, 95, 251, 218, 176, 161, 35, 68, 68, 15, 155, 71, 38, 96, 119, 117, 117, 161, 188, 188, 28, 13, 13, 13, 136, 142, 142, 70, 64, 64, 0, 60, 61, 61, 173, 222, 142, 150, 150, 22, 52, 54, 54, 90, 100, 221, 233, 219, 213, 204, 201, 201, 65, 73, 73, 9, 60, 60, 60, 30, 202, 96, 215, 214, 214, 38, 142, 65, 175, 175, 175, 135, 179, 179, 51, 86, 174, 92, 41, 174, 16, 209, 223, 223, 15, 133, 66, 129, 206, 206, 78, 24, 12, 6, 73, 39, 215, 221, 137, 209, 114, 253, 141, 132, 170, 170, 42, 124, 242, 201, 39, 208, 233, 116, 120, 249, 229, 151, 173, 54, 92, 225, 70, 90, 173, 22, 58, 157, 14, 181, 181, 181, 8, 11, 11, 131, 141, 141, 205, 136, 140, 255, 181, 212, 24, 232, 219, 25, 233, 223, 127, 83, 253, 226, 226, 98, 184, 187, 187, 91, 253, 230, 150, 136, 104, 36, 60, 50, 1, 27, 184, 190, 131, 156, 32, 8, 144, 203, 229, 146, 110, 42, 242, 160, 184, 118, 237, 26, 124, 124, 124, 70, 100, 236, 181, 181, 84, 86, 86, 138, 99, 64, 171, 171, 171, 145, 152, 152, 136, 213, 171, 87, 75, 182, 5, 250, 253, 120, 84, 175, 63, 211, 70, 71, 123, 246, 236, 193, 87, 190, 242, 21, 139, 173, 61, 254, 69, 70, 34, 220, 142, 38, 35, 253, 251, 63, 210, 245, 137, 136, 172, 233, 145, 10, 216, 244, 232, 200, 203, 203, 67, 78, 78, 14, 170, 247, 9, 26, 26, 0, 0, 0, 186, 73, 68, 65, 84, 171, 171, 81, 83, 83, 131, 165, 75, 151, 98, 245, 234, 213, 92, 181, 96, 4, 213, 214, 214, 142, 72, 239, 53, 17, 17, 145, 181, 49, 96, 211, 67, 171, 191, 191, 127, 200, 24, 208, 73, 147, 38, 225, 201, 39, 159, 28, 233, 102, 17, 17, 17, 209, 67, 142, 1, 155, 30, 122, 205, 205, 205, 200, 203, 203, 67, 70, 70, 134, 100, 155, 170, 16, 17, 17, 17, 221, 10, 3, 54, 17, 17, 17, 17, 145, 132, 30, 157, 153, 86, 68, 68, 68, 68, 68, 86, 192, 128, 77, 68, 68, 68, 68, 36, 33, 6, 108, 34, 34, 34, 34, 34, 9, 49, 96, 19, 17, 17, 17, 17, 73, 136, 1, 155, 136, 136, 136, 136, 72, 66, 12, 216, 68, 68, 68, 68, 68, 18, 98, 192, 38, 34, 34, 34, 34, 146, 16, 3, 54, 17, 17, 17, 17, 145, 132, 24, 176, 137, 136, 136, 136, 136, 36, 196, 128, 77, 68, 68, 68, 68, 36, 33, 6, 108, 34, 34, 34, 34, 34, 9, 253, 127, 192, 197, 195, 227, 109, 198, 226, 104, 0, 0, 0, 0, 73, 69, 78, 68, 174, 66, 96, 130 ]
[ "Winters have lower temperatures and slightly less precipitation than summers.", "Summers have slightly higher temperatures and less precipitation than winters.", "On average the summer months are colder and drier than the winter months." ]
null
0
math
precalculus
outliers-in-scatter-plots
true
false
The three scatter plots below show the same data set. Choose the scatter plot in which the outlier is highlighted.
null
null
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199, 29, 119, 224, 171, 175, 190, 146, 31, 58, 115, 228, 200, 17, 220, 121, 231, 157, 49, 127, 47, 64, 232, 252, 224, 200, 97, 118, 177, 222, 71, 118, 118, 54, 78, 159, 62, 141, 222, 222, 94, 92, 187, 118, 13, 77, 77, 77, 88, 184, 112, 97, 204, 247, 211, 215, 215, 7, 191, 223, 143, 83, 167, 78, 225, 228, 201, 147, 40, 46, 46, 86, 229, 235, 53, 146, 210, 237, 199, 106, 191, 74, 36, 69, 143, 211, 100, 50, 161, 170, 170, 10, 118, 187, 29, 162, 40, 194, 102, 179, 193, 106, 181, 98, 239, 222, 189, 144, 36, 9, 130, 32, 200, 31, 1, 200, 159, 199, 242, 150, 181, 72, 109, 24, 62, 185, 28, 173, 30, 77, 83, 83, 19, 90, 91, 91, 209, 218, 218, 138, 61, 123, 246, 0, 184, 49, 36, 37, 86, 251, 0, 128, 178, 178, 50, 156, 62, 125, 26, 63, 252, 225, 15, 1, 0, 95, 251, 218, 215, 176, 124, 249, 242, 113, 183, 55, 149, 253, 168, 253, 245, 2, 66, 231, 107, 135, 207, 59, 250, 124, 62, 249, 86, 81, 157, 78, 23, 179, 253, 164, 164, 164, 224, 71, 63, 250, 17, 118, 239, 222, 141, 29, 59, 118, 160, 184, 184, 24, 79, 62, 249, 36, 110, 185, 229, 150, 152, 190, 151, 64, 32, 128, 190, 190, 62, 220, 118, 219, 109, 170, 125, 189, 138, 139, 139, 241, 200, 35, 143, 224, 199, 63, 254, 49, 2, 129, 0, 172, 86, 43, 30, 125, 244, 81, 232, 245, 250, 152, 238, 103, 239, 222, 189, 56, 118, 236, 24, 76, 38, 19, 106, 106, 106, 228, 247, 164, 198, 207, 87, 67, 67, 3, 142, 29, 59, 134, 87, 94, 121, 69, 241, 246, 99, 245, 115, 61, 89, 9, 27, 0, 63, 25, 191, 252, 229, 47, 113, 233, 210, 37, 0, 8, 11, 78, 32, 116, 85, 241, 197, 23, 95, 68, 90, 90, 90, 162, 154, 71, 68, 49, 180, 111, 223, 62, 100, 102, 102, 226, 209, 71, 31, 77, 116, 83, 162, 138, 203, 211, 145, 110, 214, 67, 15, 61, 52, 166, 38, 253, 117, 0, 188, 213, 106, 101, 104, 18, 205, 32, 243, 231, 207, 199, 195, 15, 63, 156, 232, 102, 76, 74, 82, 7, 231, 162, 69, 139, 176, 96, 193, 2, 0, 55, 30, 238, 33, 8, 2, 82, 83, 83, 85, 123, 178, 12, 17, 37, 198, 170, 85, 171, 160, 215, 235, 19, 221, 140, 73, 73, 234, 224, 4, 34, 247, 58, 173, 86, 171, 106, 143, 99, 35, 34, 154, 72, 210, 7, 231, 200, 94, 39, 0, 246, 54, 137, 40, 225, 146, 62, 56, 129, 240, 94, 39, 123, 155, 68, 148, 104, 211, 34, 56, 23, 45, 90, 132, 197, 139, 23, 195, 100, 50, 161, 180, 180, 52, 209, 205, 33, 162, 89, 46, 41, 198, 113, 78, 198, 147, 79, 62, 153, 232, 38, 16, 17, 1, 152, 38, 61, 78, 34, 162, 100, 194, 224, 36, 34, 82, 136, 193, 73, 68, 164, 16, 131, 147, 136, 72, 33, 6, 39, 17, 145, 66, 12, 78, 34, 34, 133, 24, 156, 68, 68, 10, 49, 56, 137, 136, 20, 210, 232, 255, 250, 136, 75, 119, 48, 177, 13, 33, 34, 74, 102, 195, 25, 169, 23, 0, 77, 134, 54, 180, 112, 246, 43, 192, 195, 240, 36, 34, 26, 195, 29, 12, 101, 36, 0, 100, 104, 1, 225, 47, 131, 146, 212, 60, 144, 216, 70, 17, 17, 77, 23, 101, 70, 64, 144, 36, 73, 186, 228, 3, 58, 174, 135, 82, 53, 32, 37, 186, 89, 68, 68, 201, 69, 47, 132, 122, 154, 139, 231, 0, 230, 20, 224, 255, 3, 240, 101, 73, 229, 233, 119, 148, 16, 0, 0, 0, 0, 73, 69, 78, 68, 174, 66, 96, 130 ] ]
1
math
grade-1
which-table-is-correct
true
true
Jane found the following items in the family junk drawer:She wanted to know how many of each item there were, so she made a table of the items she found. Which is her table?
[ 137, 80, 78, 71, 13, 10, 26, 10, 0, 0, 0, 13, 73, 72, 68, 82, 0, 0, 0, 173, 0, 0, 0, 116, 8, 6, 0, 0, 0, 247, 158, 178, 164, 0, 0, 16, 26, 73, 68, 65, 84, 120, 156, 237, 157, 123, 140, 92, 87, 121, 192, 127, 223, 57, 247, 222, 121, 236, 206, 206, 122, 237, 93, 239, 218, 142, 237, 196, 113, 108, 18, 26, 8, 143, 144, 86, 60, 2, 73, 235, 132, 38, 208, 6, 74, 68, 170, 64, 211, 54, 10, 18, 82, 85, 81, 64, 21, 125, 132, 66, 145, 42, 84, 138, 8, 77, 67, 8, 165, 208, 138, 10, 72, 154, 38, 74, 3, 73, 1, 133, 22, 146, 56, 144, 135, 229, 176, 241, 99, 77, 108, 175, 31, 187, 89, 123, 223, 51, 179, 51, 115, 239, 61, 167, 127, 156, 217, 117, 92, 129, 157, 16, 219, 235, 59, 123, 126, 210, 216, 227, 185, 179, 119, 206, 61, 251, 243, 183, 223, 253, 238, 249, 238, 202, 39, 63, 249, 73, 139, 199, 147, 33, 2, 128, 91, 111, 189, 117, 177, 199, 225, 241, 188, 100, 212, 98, 15, 192, 227, 121, 185, 120, 105, 61, 153, 195, 75, 235, 201, 28, 94, 90, 79, 230, 240, 210, 122, 50, 135, 151, 214, 147, 57, 188, 180, 158, 204, 225, 165, 245, 100, 14, 47, 173, 39, 115, 120, 105, 61, 153, 195, 75, 235, 201, 28, 94, 90, 79, 230, 240, 210, 122, 50, 135, 151, 214, 147, 57, 188, 180, 158, 204, 177, 36, 164, 125, 238, 190, 187, 217, 245, 157, 251, 79, 233, 62, 71, 183, 63, 205, 99, 55, 127, 144, 29, 31, 184, 254, 148, 238, 215, 115, 114, 130, 197, 30, 192, 233, 230, 145, 207, 125, 150, 137, 47, 255, 51, 235, 6, 250, 216, 250, 208, 119, 184, 236, 182, 59, 95, 209, 254, 94, 248, 233, 227, 212, 30, 122, 128, 120, 251, 32, 43, 230, 26, 68, 161, 102, 235, 159, 220, 242, 138, 247, 235, 121, 233, 180, 117, 164, 125, 228, 115, 159, 101, 255, 23, 239, 96, 85, 121, 25, 203, 74, 37, 250, 15, 28, 100, 199, 7, 174, 103, 236, 87, 140, 186, 219, 111, 255, 2, 234, 142, 219, 232, 220, 187, 151, 114, 190, 64, 177, 163, 3, 128, 194, 174, 221, 60, 119, 223, 221, 167, 114, 232, 158, 19, 208, 214, 145, 246, 201, 127, 250, 18, 87, 111, 56, 151, 114, 79, 137, 161, 193, 125, 52, 67, 205, 64, 127, 153, 218, 93, 95, 230, 240, 255, 62, 66, 240, 214, 183, 211, 247, 206, 119, 191, 164, 125, 237, 253, 244, 39, 88, 57, 184, 131, 201, 90, 131, 35, 227, 211, 164, 141, 38, 157, 29, 5, 250, 250, 123, 233, 9, 2, 158, 250, 202, 215, 184, 240, 119, 126, 239, 52, 31, 145, 7, 218, 88, 218, 71, 62, 247, 89, 54, 70, 33, 81, 33, 162, 50, 93, 165, 180, 172, 147, 209, 225, 35, 252, 236, 200, 20, 171, 215, 245, 178, 172, 86, 163, 127, 223, 126, 70, 158, 27, 100, 224, 163, 159, 56, 225, 190, 118, 127, 248, 143, 41, 143, 143, 51, 124, 96, 140, 237, 67, 195, 80, 79, 41, 21, 115, 148, 187, 75, 40, 173, 232, 29, 88, 65, 176, 231, 121, 158, 249, 214, 55, 184, 228, 250, 223, 63, 67, 71, 184, 116, 105, 91, 105, 247, 220, 119, 31, 239, 56, 127, 3, 163, 195, 99, 12, 15, 143, 2, 144, 11, 67, 66, 5, 141, 201, 57, 210, 40, 199, 158, 3, 99, 244, 204, 252, 144, 145, 173, 79, 240, 186, 123, 126, 113, 202, 176, 245, 15, 110, 96, 226, 201, 103, 25, 30, 153, 160, 108, 132, 129, 82, 7, 228, 161, 119, 160, 135, 254, 181, 125, 84, 170, 115, 84, 167, 43, 204, 78, 213, 121, 226, 91, 119, 123, 105, 207, 0, 109, 41, 237, 19, 255, 121, 55, 63, 249, 241, 86, 150, 109, 216, 204, 230, 117, 253, 188, 118, 101, 55, 141, 202, 28, 147, 227, 51, 4, 162, 232, 92, 209, 69, 223, 154, 62, 226, 218, 28, 59, 159, 31, 33, 72, 18, 158, 184, 230, 42, 10, 87, 95, 77, 121, 249, 114, 186, 55, 111, 166, 113, 248, 16, 15, 126, 245, 107, 108, 187, 247, 65, 180, 181, 92, 84, 234, 161, 179, 92, 166, 80, 136, 136, 242, 57, 122, 250, 150, 1, 144, 54, 18, 70, 70, 198, 25, 25, 61, 74, 245, 224, 129, 69, 62, 242, 165, 65, 91, 74, 251, 232, 189, 247, 210, 192, 178, 109, 120, 63, 71, 39, 167, 185, 240, 220, 85, 20, 114, 17, 249, 114, 7, 165, 82, 145, 168, 35, 15, 64, 16, 229, 57, 52, 114, 132, 237, 83, 227, 168, 159, 239, 99, 253, 247, 31, 231, 215, 54, 157, 199, 192, 192, 10, 158, 219, 59, 204, 147, 123, 246, 241, 186, 245, 235, 184, 184, 119, 5, 189, 189, 61, 148, 203, 238, 196, 203, 40, 33, 73, 19, 166, 103, 170, 76, 79, 206, 114, 96, 108, 130, 137, 102, 3, 14, 189, 192, 174, 239, 220, 79, 119, 111, 31, 105, 169, 139, 85, 155, 47, 90, 204, 105, 104, 91, 218, 74, 218, 237, 183, 127, 129, 39, 190, 251, 48, 131, 63, 252, 17, 203, 130, 28, 70, 52, 59, 38, 143, 48, 61, 55, 199, 202, 190, 50, 171, 150, 175, 32, 76, 99, 166, 199, 27, 252, 215, 182, 65, 38, 210, 148, 174, 102, 10, 73, 66, 33, 12, 88, 177, 124, 57, 61, 203, 203, 232, 196, 114, 184, 214, 228, 160, 77, 168, 28, 62, 196, 99, 99, 163, 12, 148, 203, 172, 44, 22, 184, 116, 211, 6, 86, 134, 154, 169, 233, 42, 213, 169, 42, 251, 70, 199, 57, 48, 59, 67, 77, 25, 244, 204, 44, 207, 125, 236, 47, 169, 215, 234, 212, 4, 138, 3, 43, 169, 44, 235, 162, 239, 141, 175, 167, 255, 226, 139, 57, 231, 85, 23, 162, 139, 5, 210, 218, 156, 23, 250, 21, 144, 121, 105, 31, 249, 199, 47, 48, 253, 208, 127, 99, 247, 14, 147, 84, 102, 153, 26, 155, 68, 213, 171, 36, 65, 196, 166, 242, 50, 108, 81, 49, 89, 143, 57, 52, 215, 100, 242, 208, 8, 253, 133, 2, 207, 215, 106, 60, 122, 116, 140, 23, 108, 74, 28, 68, 36, 36, 172, 109, 206, 178, 58, 237, 98, 108, 186, 74, 181, 94, 103, 166, 217, 164, 212, 213, 197, 145, 90, 149, 180, 145, 50, 116, 248, 48, 93, 88, 118, 29, 28, 229, 146, 129, 126, 122, 10, 121, 38, 230, 234, 236, 158, 60, 226, 10, 135, 6, 102, 234, 13, 138, 169, 208, 29, 229, 153, 156, 172, 48, 249, 236, 243, 140, 204, 78, 178, 227, 193, 239, 50, 133, 144, 235, 236, 38, 41, 229, 41, 212, 43, 220, 116, 199, 29, 62, 255, 253, 21, 201, 180, 180, 159, 190, 244, 245, 232, 237, 67, 148, 115, 121, 98, 44, 181, 70, 131, 80, 132, 238, 48, 199, 152, 77, 56, 208, 152, 101, 69, 174, 147, 0, 152, 74, 154, 108, 79, 98, 70, 199, 143, 50, 146, 54, 169, 206, 239, 36, 105, 2, 48, 177, 225, 28, 30, 170, 204, 113, 255, 182, 103, 136, 35, 77, 103, 185, 139, 75, 116, 200, 107, 206, 89, 195, 51, 35, 99, 132, 90, 211, 176, 134, 131, 105, 194, 196, 232, 8, 171, 11, 5, 86, 88, 197, 218, 98, 17, 18, 75, 131, 128, 253, 201, 28, 187, 142, 28, 97, 141, 206, 51, 89, 111, 80, 73, 18, 202, 133, 18, 42, 141, 40, 38, 49, 249, 57, 67, 92, 157, 97, 205, 59, 223, 234, 133, 125, 5, 100, 86, 218, 143, 94, 120, 1, 193, 206, 131, 172, 90, 86, 38, 78, 18, 150, 133, 121, 214, 149, 186, 137, 147, 132, 250, 204, 56, 47, 196, 49, 63, 172, 76, 81, 159, 153, 68, 33, 36, 88, 18, 17, 0, 150, 137, 176, 22, 40, 91, 75, 211, 90, 54, 93, 121, 57, 127, 255, 189, 71, 0, 184, 231, 219, 255, 6, 192, 186, 181, 235, 249, 215, 59, 239, 224, 193, 175, 127, 19, 45, 1, 83, 54, 161, 160, 132, 28, 160, 155, 194, 72, 92, 167, 195, 88, 242, 74, 168, 27, 75, 29, 40, 235, 128, 205, 42, 88, 16, 118, 50, 153, 163, 41, 41, 202, 10, 179, 202, 144, 164, 77, 2, 129, 119, 252, 249, 199, 23, 103, 210, 218, 132, 204, 74, 91, 238, 44, 209, 83, 234, 100, 85, 161, 147, 92, 20, 146, 207, 135, 212, 235, 49, 113, 146, 208, 45, 17, 93, 166, 202, 81, 4, 165, 20, 1, 150, 20, 69, 136, 37, 103, 45, 29, 198, 144, 67, 40, 5, 138, 183, 125, 232, 22, 222, 253, 197, 219, 23, 246, 251, 222, 247, 221, 184, 240, 252, 141, 151, 189, 133, 187, 206, 57, 151, 173, 255, 112, 27, 97, 35, 96, 78, 67, 197, 164, 140, 165, 49, 51, 6, 38, 148, 128, 181, 228, 129, 8, 152, 75, 13, 207, 79, 31, 37, 151, 10, 249, 32, 36, 193, 96, 76, 10, 74, 147, 164, 150, 96, 160, 135, 117, 151, 92, 124, 230, 39, 171, 205, 200, 172, 180, 127, 245, 147, 167, 248, 193, 245, 239, 163, 246, 216, 211, 68, 133, 0, 44, 148, 75, 69, 74, 81, 72, 28, 27, 58, 155, 179, 244, 39, 49, 13, 113, 55, 133, 204, 89, 75, 81, 9, 145, 181, 68, 65, 196, 250, 107, 175, 230, 55, 63, 242, 167, 108, 120, 243, 229, 39, 252, 156, 155, 63, 245, 25, 206, 219, 120, 62, 119, 125, 228, 99, 232, 241, 41, 194, 48, 160, 164, 3, 180, 73, 73, 91, 247, 155, 212, 2, 129, 133, 208, 26, 14, 39, 49, 121, 17, 108, 179, 78, 5, 247, 134, 80, 132, 216, 90, 174, 251, 187, 79, 115, 197, 141, 55, 157, 206, 105, 89, 18, 100, 86, 90, 128, 243, 127, 247, 93, 140, 236, 222, 77, 121, 249, 114, 26, 181, 58, 73, 35, 101, 166, 50, 135, 50, 41, 125, 65, 145, 78, 213, 36, 105, 214, 169, 99, 200, 23, 10, 244, 110, 56, 151, 53, 151, 95, 126, 92, 100, 125, 41, 92, 113, 227, 77, 92, 113, 227, 77, 188, 231, 85, 27, 25, 217, 185, 135, 130, 128, 6, 34, 209, 8, 16, 90, 139, 1, 98, 81, 76, 99, 152, 52, 41, 161, 14, 120, 219, 251, 223, 11, 192, 225, 209, 81, 86, 245, 247, 179, 114, 96, 224, 148, 207, 193, 82, 36, 211, 210, 70, 7, 135, 233, 8, 67, 170, 147, 85, 102, 43, 85, 210, 122, 66, 163, 25, 83, 16, 205, 134, 40, 79, 67, 34, 210, 55, 92, 66, 255, 117, 239, 226, 237, 127, 246, 202, 243, 200, 255, 216, 49, 196, 93, 127, 253, 23, 60, 116, 247, 183, 121, 97, 231, 30, 176, 41, 26, 176, 184, 244, 64, 48, 196, 64, 13, 225, 214, 127, 249, 178, 143, 170, 167, 137, 76, 75, 59, 187, 247, 121, 226, 181, 171, 152, 218, 177, 151, 156, 40, 154, 166, 73, 213, 26, 154, 61, 69, 74, 87, 95, 195, 198, 55, 255, 198, 41, 63, 75, 191, 249, 83, 159, 225, 230, 79, 125, 134, 39, 190, 255, 48, 123, 183, 63, 203, 190, 193, 159, 113, 116, 120, 63, 211, 131, 187, 168, 78, 205, 208, 209, 221, 197, 53, 183, 252, 145, 23, 246, 52, 146, 105, 105, 47, 184, 253, 43, 28, 222, 57, 8, 119, 222, 201, 240, 208, 207, 57, 239, 234, 223, 98, 245, 166, 77, 188, 250, 202, 171, 78, 251, 103, 191, 233, 202, 45, 188, 233, 202, 45, 199, 189, 118, 120, 231, 160, 191, 104, 112, 6, 200, 180, 180, 0, 171, 54, 95, 196, 170, 207, 223, 198, 235, 22, 123, 32, 224, 133, 61, 67, 180, 245, 34, 112, 79, 123, 226, 165, 245, 100, 14, 47, 173, 39, 115, 120, 105, 51, 204, 82, 237, 50, 206, 252, 137, 216, 82, 101, 41, 119, 25, 251, 72, 155, 65, 150, 122, 151, 177, 143, 180, 25, 100, 169, 119, 25, 123, 105, 51, 134, 239, 50, 246, 210, 102, 14, 223, 101, 236, 165, 205, 20, 190, 203, 216, 225, 165, 205, 16, 190, 203, 216, 225, 165, 205, 0, 190, 203, 248, 120, 188, 180, 103, 41, 190, 203, 248, 151, 227, 165, 61, 11, 241, 93, 198, 39, 198, 75, 123, 150, 225, 187, 140, 79, 142, 151, 246, 44, 195, 119, 25, 159, 28, 47, 237, 89, 134, 239, 50, 62, 57, 94, 218, 179, 16, 223, 101, 124, 98, 188, 180, 103, 33, 190, 203, 248, 196, 120, 105, 207, 66, 124, 151, 241, 137, 241, 210, 158, 133, 248, 46, 227, 19, 227, 165, 61, 75, 241, 93, 198, 191, 28, 191, 8, 220, 147, 57, 188, 180, 158, 204, 225, 165, 245, 100, 14, 47, 173, 39, 115, 120, 105, 61, 153, 195, 75, 235, 201, 28, 94, 90, 79, 230, 240, 210, 190, 66, 210, 167, 71, 104, 62, 60, 180, 216, 195, 88, 82, 248, 139, 11, 191, 2, 102, 100, 6, 30, 26, 134, 185, 24, 137, 52, 233, 222, 131, 176, 101, 227, 98, 15, 107, 201, 224, 165, 125, 25, 152, 111, 238, 128, 137, 58, 18, 106, 172, 18, 36, 31, 82, 121, 106, 7, 197, 245, 253, 52, 31, 30, 34, 242, 226, 158, 17, 188, 180, 39, 161, 249, 240, 16, 193, 222, 10, 104, 5, 74, 65, 164, 177, 128, 136, 48, 187, 117, 144, 104, 117, 47, 68, 57, 194, 61, 179, 176, 229, 164, 187, 243, 156, 2, 188, 180, 191, 128, 244, 233, 17, 228, 169, 49, 4, 33, 80, 64, 24, 128, 181, 199, 30, 129, 102, 246, 241, 65, 162, 158, 14, 194, 206, 28, 132, 10, 171, 4, 251, 192, 110, 212, 181, 23, 44, 246, 240, 219, 30, 47, 109, 11, 51, 52, 14, 143, 141, 66, 98, 144, 64, 65, 160, 177, 166, 37, 169, 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241, 4, 79, 63, 253, 52, 203, 150, 45, 163, 188, 188, 156, 123, 238, 185, 135, 186, 186, 186, 76, 55, 179, 77, 229, 252, 28, 50, 64, 151, 209, 167, 81, 251, 230, 102, 12, 165, 240, 124, 77, 34, 225, 18, 14, 135, 72, 184, 46, 24, 193, 188, 50, 169, 155, 61, 1, 104, 15, 29, 247, 240, 207, 44, 35, 255, 154, 51, 176, 129, 112, 6, 219, 47, 132, 56, 114, 157, 58, 117, 58, 96, 91, 105, 105, 41, 0, 209, 100, 101, 190, 92, 209, 175, 95, 63, 250, 245, 235, 7, 4, 203, 43, 197, 62, 145, 72, 132, 121, 243, 230, 81, 80, 80, 16, 172, 164, 73, 42, 47, 47, 231, 250, 235, 175, 231, 241, 199, 31, 103, 217, 178, 101, 140, 28, 57, 50, 131, 173, 108, 91, 237, 162, 135, 12, 224, 23, 59, 248, 90, 147, 72, 196, 177, 45, 155, 68, 114, 238, 88, 251, 58, 89, 204, 3, 148, 235, 211, 18, 242, 73, 124, 99, 32, 145, 105, 163, 165, 55, 44, 78, 152, 143, 63, 254, 152, 175, 124, 229, 43, 244, 236, 217, 147, 202, 202, 74, 174, 184, 226, 10, 222, 122, 235, 173, 86, 251, 204, 152, 49, 3, 165, 20, 247, 221, 119, 95, 171, 237, 174, 235, 82, 92, 92, 140, 97, 24, 7, 12, 201, 254, 241, 143, 127, 68, 41, 197, 111, 127, 251, 219, 207, 125, 238, 107, 175, 189, 150, 190, 125, 251, 2, 48, 115, 230, 76, 134, 12, 25, 66, 94, 94, 30, 103, 158, 121, 38, 111, 188, 241, 6, 16, 92, 36, 117, 235, 173, 183, 82, 94, 94, 78, 101, 101, 37, 223, 248, 198, 55, 14, 218, 251, 136, 199, 227, 60, 251, 236, 179, 76, 154, 52, 137, 190, 125, 251, 210, 185, 115, 103, 198, 140, 25, 195, 162, 69, 139, 14, 249, 188, 175, 189, 246, 26, 231, 159, 127, 62, 5, 5, 5, 12, 28, 56, 144, 39, 158, 120, 162, 213, 190, 67, 135, 14, 197, 178, 44, 182, 111, 223, 126, 192, 113, 234, 235, 235, 9, 133, 66, 92, 114, 201, 37, 159, 251, 26, 95, 122, 233, 37, 66, 161, 16, 23, 93, 116, 209, 231, 238, 35, 114, 79, 81, 81, 81, 171, 48, 78, 233, 210, 165, 11, 0, 187, 119, 239, 62, 209, 77, 58, 174, 218, 77, 32, 59, 147, 7, 227, 197, 18, 56, 134, 133, 171, 189, 244, 156, 50, 128, 142, 37, 104, 236, 27, 33, 50, 109, 52, 157, 255, 223, 104, 41, 105, 41, 78, 168, 167, 159, 126, 154, 243, 206, 59, 143, 119, 222, 121, 135, 145, 35, 71, 50, 118, 236, 88, 22, 45, 90, 196, 152, 49, 99, 120, 232, 161, 135, 210, 251, 141, 25, 51, 6, 195, 48, 14, 8, 234, 143, 62, 250, 136, 134, 134, 6, 128, 3, 30, 155, 59, 119, 46, 0, 163, 70, 141, 58, 100, 27, 182, 111, 223, 206, 253, 247, 223, 207, 148, 41, 83, 232, 210, 165, 11, 35, 70, 140, 96, 233, 210, 165, 92, 119, 221, 117, 124, 252, 241, 199, 92, 120, 225, 133, 204, 156, 57, 147, 139, 46, 186, 136, 72, 36, 194, 11, 47, 188, 192, 55, 191, 249, 205, 86, 199, 72, 36, 18, 156, 126, 250, 233, 220, 114, 203, 45, 172, 95, 191, 158, 209, 163, 71, 51, 106, 212, 40, 222, 125, 247, 93, 206, 63, 255, 124, 86, 175, 94, 125, 192, 243, 86, 87, 87, 115, 223, 125, 247, 113, 213, 85, 87, 225, 121, 30, 227, 198, 141, 99, 235, 214, 173, 220, 117, 215, 93, 60, 247, 220, 115, 233, 253, 110, 186, 233, 38, 60, 207, 227, 197, 23, 95, 60, 224, 24, 175, 189, 246, 26, 241, 120, 156, 175, 126, 245, 171, 7, 125, 109, 211, 167, 79, 103, 222, 188, 121, 76, 155, 54, 141, 242, 242, 242, 67, 158, 7, 209, 62, 164, 166, 38, 206, 58, 235, 172, 12, 183, 164, 141, 61, 248, 224, 131, 186, 189, 216, 246, 111, 51, 245, 158, 251, 94, 211, 123, 238, 123, 77, 215, 252, 251, 223, 244, 238, 255, 152, 163, 27, 150, 111, 206, 116, 179, 68, 27, 251, 203, 174, 224, 235, 88, 144, 46, 63, 126, 100, 30, 124, 240, 65, 13, 232, 81, 163, 70, 233, 91, 110, 185, 229, 160, 95, 157, 59, 119, 214, 128, 142, 70, 163, 233, 239, 91, 189, 122, 181, 14, 133, 66, 186, 95, 191, 126, 122, 195, 134, 13, 233, 237, 187, 118, 237, 210, 103, 159, 125, 182, 86, 74, 233, 249, 243, 231, 167, 183, 15, 27, 54, 76, 219, 182, 173, 27, 27, 27, 211, 219, 30, 126, 248, 97, 61, 100, 200, 16, 61, 100, 200, 16, 125, 195, 13, 55, 180, 106, 215, 128, 1, 3, 244, 224, 193, 131, 15, 217, 246, 73, 147, 38, 105, 64, 159, 116, 210, 73, 122, 197, 138, 21, 233, 237, 119, 223, 125, 183, 6, 180, 82, 74, 223, 114, 203, 45, 58, 145, 72, 104, 173, 181, 110, 104, 104, 208, 221, 187, 119, 215, 74, 41, 93, 93, 93, 221, 234, 88, 191, 249, 205, 111, 244, 146, 37, 75, 90, 109, 123, 225, 133, 23, 52, 160, 111, 190, 249, 230, 131, 62, 111, 239, 222, 189, 245, 167, 159, 126, 154, 222, 254, 206, 59, 239, 104, 64, 159, 125, 246, 217, 233, 109, 181, 181, 181, 58, 28, 14, 235, 115, 206, 57, 231, 128, 246, 79, 158, 60, 89, 91, 150, 165, 119, 239, 222, 125, 192, 99, 139, 22, 45, 210, 150, 101, 233, 75, 46, 185, 68, 251, 190, 127, 200, 243, 240, 143, 142, 230, 231, 127, 34, 88, 150, 165, 79, 62, 249, 228, 76, 55, 163, 149, 108, 59, 71, 90, 107, 189, 103, 207, 30, 93, 82, 82, 162, 251, 247, 239, 159, 233, 166, 104, 173, 143, 254, 189, 228, 96, 82, 239, 105, 237, 42, 144, 119, 252, 238, 3, 189, 237, 223, 102, 234, 245, 79, 253, 53, 211, 77, 17, 199, 81, 38, 3, 249, 72, 190, 246, 15, 228, 27, 111, 188, 81, 3, 250, 165, 151, 94, 58, 224, 152, 31, 124, 240, 129, 6, 244, 184, 113, 227, 210, 219, 238, 187, 239, 62, 13, 232, 217, 179, 103, 167, 183, 93, 124, 241, 197, 250, 59, 223, 249, 142, 190, 245, 214, 91, 117, 207, 158, 61, 211, 219, 183, 110, 221, 170, 1, 125, 219, 109, 183, 29, 178, 237, 169, 96, 92, 188, 120, 113, 171, 237, 75, 150, 44, 209, 128, 30, 49, 98, 196, 1, 223, 243, 47, 255, 242, 47, 26, 208, 239, 189, 247, 222, 97, 207, 77, 34, 145, 208, 166, 105, 30, 16, 166, 159, 247, 188, 90, 107, 93, 81, 81, 161, 59, 117, 234, 212, 106, 219, 148, 41, 83, 52, 160, 87, 175, 94, 157, 222, 22, 143, 199, 117, 113, 113, 113, 171, 115, 148, 226, 186, 174, 254, 210, 151, 190, 164, 75, 74, 74, 244, 150, 45, 91, 14, 219, 206, 127, 148, 109, 97, 35, 129, 124, 100, 190, 245, 173, 111, 105, 64, 207, 152, 49, 35, 211, 77, 209, 90, 183, 109, 32, 183, 155, 33, 107, 128, 242, 41, 195, 233, 250, 147, 107, 232, 243, 221, 43, 50, 221, 20, 209, 78, 253, 246, 183, 191, 13, 150, 207, 29, 228, 107, 200, 144, 33, 7, 236, 255, 201, 39, 159, 0, 112, 217, 101, 151, 29, 240, 216, 240, 225, 195, 41, 45, 45, 77, 239, 3, 48, 118, 236, 88, 96, 223, 208, 116, 75, 75, 11, 31, 124, 240, 1, 231, 159, 127, 62, 35, 71, 142, 100, 243, 230, 205, 172, 89, 179, 6, 216, 55, 92, 61, 102, 204, 152, 35, 106, 123, 94, 94, 94, 171, 127, 167, 134, 119, 255, 113, 59, 64, 69, 69, 5, 0, 187, 118, 237, 58, 232, 177, 246, 238, 221, 203, 204, 153, 51, 121, 224, 129, 7, 184, 238, 186, 235, 0, 216, 186, 117, 235, 17, 61, 111, 234, 185, 107, 107, 107, 211, 119, 90, 131, 96, 216, 26, 224, 247, 191, 255, 125, 122, 219, 219, 111, 191, 77, 93, 93, 93, 250, 57, 246, 247, 247, 191, 255, 157, 69, 139, 22, 113, 239, 189, 247, 210, 189, 123, 247, 131, 62, 183, 104, 95, 230, 204, 153, 195, 243, 207, 63, 207, 133, 23, 94, 200, 164, 73, 147, 50, 221, 156, 54, 215, 174, 2, 89, 136, 108, 243, 217, 103, 159, 81, 92, 92, 76, 65, 65, 193, 65, 31, 239, 209, 163, 7, 59, 118, 236, 72, 175, 65, 29, 62, 124, 56, 69, 69, 69, 233, 176, 157, 63, 127, 62, 177, 88, 140, 145, 35, 71, 166, 47, 88, 74, 93, 136, 245, 246, 219, 111, 99, 89, 214, 23, 190, 144, 233, 80, 203, 108, 62, 239, 177, 109, 219, 182, 241, 79, 255, 244, 79, 116, 237, 218, 149, 31, 255, 248, 199, 52, 52, 52, 112, 197, 21, 87, 144, 159, 159, 143, 159, 174, 120, 247, 197, 158, 251, 203, 95, 254, 50, 125, 251, 246, 109, 85, 224, 227, 149, 87, 94, 193, 182, 109, 174, 190, 250, 234, 3, 246, 95, 177, 98, 5, 0, 23, 95, 124, 241, 17, 63, 175, 200, 93, 107, 214, 172, 225, 171, 95, 253, 42, 101, 101, 101, 173, 62, 180, 181, 39, 18, 200, 66, 28, 71, 39, 157, 116, 18, 117, 117, 117, 52, 53, 53, 29, 244, 241, 109, 219, 182, 209, 165, 75, 151, 116, 96, 91, 150, 197, 168, 81, 163, 88, 188, 120, 49, 141, 141, 141, 188, 245, 214, 91, 244, 239, 223, 159, 94, 189, 122, 81, 81, 81, 193, 233, 167, 159, 206, 156, 57, 115, 0, 120, 231, 157, 119, 24, 54, 108, 24, 133, 133, 133, 39, 228, 181, 236, 216, 177, 131, 11, 46, 184, 128, 143, 62, 250, 136, 133, 11, 23, 178, 112, 225, 66, 166, 79, 159, 206, 141, 55, 222, 136, 227, 28, 251, 77, 71, 149, 82, 220, 120, 227, 141, 172, 93, 187, 150, 143, 63, 254, 24, 128, 191, 252, 229, 47, 140, 29, 59, 246, 160, 75, 157, 38, 76, 152, 192, 203, 47, 191, 204, 128, 1, 3, 142, 249, 185, 69, 118, 171, 169, 169, 225, 202, 43, 175, 164, 190, 190, 158, 23, 95, 124, 177, 221, 142, 136, 72, 32, 11, 113, 28, 157, 121, 230, 153, 192, 190, 94, 237, 254, 22, 47, 94, 204, 238, 221, 187, 15, 24, 234, 30, 59, 118, 44, 158, 231, 177, 104, 209, 34, 222, 125, 247, 221, 86, 87, 80, 143, 25, 51, 134, 119, 223, 125, 151, 93, 187, 118, 81, 85, 85, 117, 196, 195, 213, 109, 225, 207, 127, 254, 51, 235, 214, 173, 99, 250, 244, 233, 156, 126, 250, 233, 199, 229, 57, 190, 249, 205, 111, 98, 154, 38, 51, 103, 206, 100, 233, 210, 165, 108, 222, 188, 249, 115, 175, 174, 62, 249, 228, 147, 153, 48, 97, 2, 69, 69, 114, 179, 151, 246, 172, 177, 177, 145, 203, 47, 191, 156, 170, 170, 42, 126, 254, 243, 159, 183, 235, 17, 17, 9, 100, 33, 142, 163, 187, 238, 186, 11, 199, 113, 184, 251, 238, 187, 91, 205, 177, 214, 214, 214, 242, 175, 255, 250, 175, 40, 165, 184, 247, 222, 123, 91, 125, 79, 106, 30, 249, 157, 119, 222, 225, 163, 143, 62, 98, 244, 232, 209, 233, 199, 198, 140, 25, 67, 77, 77, 13, 207, 63, 255, 124, 250, 223, 39, 202, 166, 77, 155, 0, 90, 245, 246, 181, 214, 60, 245, 212, 83, 212, 214, 214, 182, 201, 115, 116, 239, 222, 157, 113, 227, 198, 49, 115, 230, 76, 102, 205, 154, 69, 40, 20, 98, 194, 132, 9, 7, 221, 119, 214, 172, 89, 92, 125, 245, 213, 7, 93, 3, 45, 218, 135, 104, 52, 202, 248, 241, 227, 89, 176, 96, 1, 15, 61, 244, 16, 55, 223, 124, 115, 166, 155, 116, 92, 181, 139, 74, 93, 66, 100, 171, 193, 131, 7, 243, 196, 19, 79, 112, 251, 237, 183, 51, 100, 200, 16, 46, 191, 252, 114, 44, 203, 226, 245, 215, 95, 103, 235, 214, 173, 220, 115, 207, 61, 7, 124, 226, 239, 215, 175, 31, 125, 251, 246, 229, 191, 255, 251, 191, 113, 93, 183, 213, 227, 23, 94, 120, 33, 182, 109, 243, 147, 159, 252, 132, 130, 130, 2, 134, 13, 27, 118, 194, 94, 203, 149, 87, 94, 201, 99, 143, 61, 198, 212, 169, 83, 153, 61, 123, 54, 157, 59, 119, 102, 206, 156, 57, 52, 52, 52, 208, 167, 79, 159, 207, 29, 150, 63, 90, 55, 221, 116, 19, 215, 92, 115, 13, 79, 62, 249, 36, 227, 198, 141, 163, 184, 184, 248, 160, 251, 221, 119, 223, 125, 44, 89, 178, 132, 252, 252, 252, 156, 188, 177, 196, 134, 13, 27, 210, 31, 172, 0, 60, 207, 99, 207, 158, 61, 233, 194, 48, 221, 186, 117, 227, 219, 223, 254, 118, 166, 154, 151, 113, 174, 235, 50, 105, 210, 36, 222, 126, 251, 109, 186, 119, 239, 142, 82, 138, 59, 239, 188, 243, 128, 155, 183, 252, 232, 71, 63, 58, 97, 211, 54, 199, 155, 4, 178, 16, 199, 217, 173, 183, 222, 202, 185, 231, 158, 203, 143, 126, 244, 35, 222, 124, 243, 77, 18, 137, 4, 67, 135, 14, 229, 87, 191, 250, 213, 231, 86, 159, 26, 59, 118, 44, 79, 63, 253, 52, 103, 158, 121, 38, 101, 101, 101, 233, 237, 5, 5, 5, 12, 31, 62, 156, 121, 243, 230, 113, 249, 229, 151, 99, 219, 39, 238, 166, 160, 35, 70, 140, 96, 230, 204, 153, 76, 155, 54, 141, 151, 94, 122, 137, 211, 78, 59, 141, 171, 175, 190, 154, 31, 252, 224, 7, 220, 124, 243, 205, 188, 249, 230, 155, 109, 242, 60, 227, 199, 143, 167, 188, 188, 156, 29, 59, 118, 28, 244, 234, 234, 148, 41, 83, 166, 176, 99, 199, 14, 38, 78, 156, 216, 38, 207, 123, 162, 109, 220, 184, 145, 71, 30, 121, 164, 213, 182, 218, 218, 218, 244, 182, 179, 207, 62, 187, 67, 7, 242, 214, 173, 91, 153, 53, 107, 86, 250, 239, 247, 223, 127, 255, 65, 247, 251, 225, 15, 127, 216, 110, 2, 89, 61, 248, 224, 131, 250, 129, 7, 30, 200, 116, 59, 132, 56, 98, 175, 38, 171, 229, 141, 239, 242, 197, 143, 145, 170, 27, 28, 44, 35, 20, 217, 230, 146, 75, 46, 97, 254, 252, 249, 236, 220, 185, 243, 184, 189, 217, 42, 165, 228, 231, 127, 24, 114, 142, 14, 175, 45, 222, 75, 82, 239, 105, 50, 135, 44, 132, 200, 42, 27, 55, 110, 100, 222, 188, 121, 92, 125, 245, 213, 237, 166, 231, 35, 196, 145, 144, 64, 22, 66, 100, 149, 127, 255, 247, 127, 39, 22, 139, 113, 235, 173, 183, 102, 186, 41, 66, 156, 80, 50, 135, 44, 132, 200, 184, 85, 171, 86, 241, 236, 179, 207, 242, 233, 167, 159, 242, 214, 91, 111, 113, 203, 45, 183, 48, 98, 196, 136, 76, 55, 75, 136, 19, 74, 122, 200, 66, 136, 140, 91, 178, 100, 9, 207, 63, 255, 60, 155, 55, 111, 230, 145, 71, 30, 225, 169, 167, 158, 202, 116, 147, 132, 56, 225, 164, 135, 44, 132, 200, 184, 201, 147, 39, 51, 121, 242, 228, 76, 55, 67, 136, 140, 146, 30, 178, 16, 66, 8, 145, 5, 36, 144, 133, 16, 66, 136, 44, 32, 129, 44, 132, 16, 66, 100, 1, 9, 100, 33, 132, 16, 34, 11, 72, 32, 11, 33, 132, 16, 89, 64, 2, 89, 8, 33, 132, 200, 2, 18, 200, 66, 8, 33, 68, 22, 80, 128, 84, 14, 23, 57, 229, 47, 187, 130, 95, 89, 185, 185, 132, 56, 22, 114, 227, 132, 195, 147, 115, 116, 120, 114, 115, 9, 33, 132, 16, 162, 157, 145, 74, 93, 162, 67, 75, 125, 186, 21, 29, 147, 252, 252, 15, 79, 206, 209, 137, 35, 61, 100, 33, 132, 16, 34, 11, 72, 15, 89, 116, 72, 50, 47, 38, 132, 200, 54, 210, 67, 22, 66, 8, 33, 178, 128, 4, 178, 16, 66, 8, 145, 5, 36, 144, 133, 16, 66, 136, 44, 32, 129, 44, 132, 16, 66, 100, 1, 9, 100, 33, 132, 16, 34, 11, 72, 32, 11, 33, 132, 16, 89, 64, 2, 89, 8, 33, 132, 200, 2, 18, 200, 66, 8, 33, 68, 22, 144, 64, 22, 66, 8, 33, 178, 128, 4, 178, 16, 66, 8, 145, 5, 36, 144, 133, 16, 66, 136, 44, 32, 129, 44, 132, 16, 66, 100, 1, 9, 100, 145, 115, 236, 228, 221, 224, 26, 188, 204, 182, 67, 8, 33, 142, 85, 234, 125, 204, 86, 18, 200, 34, 7, 21, 152, 193, 159, 171, 155, 160, 81, 66, 89, 8, 145, 163, 26, 188, 224, 125, 12, 130, 247, 53, 5, 200, 125, 232, 68, 78, 217, 30, 211, 44, 172, 207, 116, 43, 132, 16, 162, 237, 12, 43, 150, 64, 22, 57, 72, 107, 205, 142, 56, 84, 53, 7, 159, 48, 93, 249, 13, 22, 66, 228, 32, 91, 5, 61, 227, 1, 121, 80, 238, 192, 255, 7, 3, 26, 79, 193, 134, 67, 0, 153, 0, 0, 0, 0, 73, 69, 78, 68, 174, 66, 96, 130 ] ]
0
math
grade-1
two-dimensional-and-three-dimensional-shapes
true
false
Which shape is three-dimensional?
null
null
["iVBORw0KGgoAAAANSUhEUgAAAOAAAADgCAYAAAAaLWrhAAAJDUlEQVR4nO3dX2/b1hnH8R8pkRKV2GlWxKmz+I+Abb3YxYYNWO(...TRUNCATED)
1
math
grade-8
compare-linear-functions-tables-graphs-and-equations
false
true
Function A and Function B are linear functions. Which statement is true?
"iVBORw0KGgoAAAANSUhEUgAAARAAAACZCAYAAADnwmWxAAAauElEQVR4nO3de1RVZf7H8fcB5AiIIIKKd5RfUqmgoGgRJippLlM(...TRUNCATED)
["The slope of Function A is greater than the slope of Function B.","The slope of Function A is less(...TRUNCATED)
null
0
math
kindergarten
ordinal-numbers-up-to-tenth
false
true
The first picture is a moon. Which picture is fourth? first
"iVBORw0KGgoAAAANSUhEUgAAAtgAAABdCAYAAACfMRFHAAAjUUlEQVR4nO3de1hTd54/8HdCEkggBuSmgAhWRAXrpVZF0VJtpY6(...TRUNCATED)
[ "rocket", "star", "moon" ]
null
0
science
grade-6
compare-thermal-energy-transfers
false
true
"Two identical aquariums were next to an open window. One aquarium had a plastic cover on it, and th(...TRUNCATED)
"iVBORw0KGgoAAAANSUhEUgAAAvgAAABfCAYAAACdpLOcAAAolUlEQVR4nO3de1yO9//A8VfRkYQS25xuOZSkNavJ1xerOXx9wwq(...TRUNCATED)
[ "the surroundings . . . each aquarium", "each aquarium . . . the surroundings" ]
null
1
math
precalculus
identify-graphs-of-continuous-functions
false
true
Is the function f(x) continuous?
"iVBORw0KGgoAAAANSUhEUgAAAtgAAAH3CAYAAACBwSh7AAB/fklEQVR4nO3deXRU15ku/OfUXJqFJCQxSMwYgYSZEaCAY2xjSBw(...TRUNCATED)
[ "no", "yes" ]
null
1
math
grade-4
compare-fractions-with-like-numerators-or-denominators-using-models
false
true
Which fraction is less?
"iVBORw0KGgoAAAANSUhEUgAAAtgAAAC5CAYAAAAS5EjTAAAenklEQVR4nO3df2xcZ73n8Y9L2yQl8UxKKjVNiic/ViVO1JlAaBJ(...TRUNCATED)
[ "2/8", "2/4" ]
null
0

STEM Dataset

πŸ“ƒ [Paper] β€’ πŸ’» [Github] β€’ πŸ€— [Dataset] β€’ πŸ† [Leaderboard] β€’ πŸ“½ [Slides] β€’ πŸ“‹ [Poster]

This dataset is proposed in the ICLR 2024 paper: Measuring Vision-Language STEM Skills of Neural Models. We introduce a new challenge to test the STEM skills of neural models. The problems in the real world often require solutions, combining knowledge from STEM (science, technology, engineering, and math). Unlike existing datasets, our dataset requires the understanding of multimodal vision-language information of STEM. Our dataset features one of the largest and most comprehensive datasets for the challenge. It includes 448 skills and 1,073,146 questions spanning all STEM subjects. Compared to existing datasets that often focus on examining expert-level ability, our dataset includes fundamental skills and questions designed based on the K-12 curriculum. We also add state-of-the-art foundation models such as CLIP and GPT-3.5-Turbo to our benchmark. Results show that the recent model advances only help master a very limited number of lower grade-level skills (2.5% in the third grade) in our dataset. In fact, these models are still well below (averaging 54.7%) the performance of elementary students, not to mention near expert-level performance. To understand and increase the performance on our dataset, we teach the models on a training split of our dataset. Even though we observe improved performance, the model performance remains relatively low compared to average elementary students. To solve STEM problems, we will need novel algorithmic innovations from the community.

Authors

Jianhao Shen*, Ye Yuan*, Srbuhi Mirzoyan, Ming Zhang, Chenguang Wang

Resources

Dataset

The dataset consists of multimodal multi-choice questions. The dataset is splitted into train, valid and test sets. The groundtruth answers of the test set are not released and everyone can submit the test predictions to the leaderboard. The basic statistics of the dataset are as follows:

Subject #Skills #Questions Avg. #A #Train #Valid #Test
Science 82 186,740 2.8 112,120 37,343 37,277
Technology 9 8,566 4.0 5,140 1,713 1,713
Engineering 6 18,981 2.5 12,055 3,440 3,486
Math 351 858,859 2.8 515,482 171,776 171,601
Total 448 1,073,146 2.8 644,797 214,272 214,077

The dataset is in the following format:

DatasetDict({
    train: Dataset({
        features: ['subject', 'grade', 'skill', 'pic_choice', 'pic_prob', 'problem', 'problem_pic', 'choices', 'choices_pic', 'answer_idx'],
        num_rows: 644797
    })
    valid: Dataset({
        features: ['subject', 'grade', 'skill', 'pic_choice', 'pic_prob', 'problem', 'problem_pic', 'choices', 'choices_pic', 'answer_idx'],
        num_rows: 214272
    })
    test: Dataset({
        features: ['subject', 'grade', 'skill', 'pic_choice', 'pic_prob', 'problem', 'problem_pic', 'choices', 'choices_pic', 'answer_idx'],
        num_rows: 214077
    })
})

And the detailed descriptions are as follows:

  • subject: str
    • The subject of the question, one of science, technology, engineer, math.
  • grade: str
    • The grade level information of the question, e.g., grade-1.
  • skill: str
    • The skill level information of the question.
  • pic_choice: bool
    • Whether the choices are images.
  • pic_prob: bool
    • Whether the question has an image.
  • problem: str
    • The question description.
  • problem_pic: bytes
    • The image of the question.
  • choices: Optional[List[str]]
    • The choices of the question. If pic_choice is True, the choices are images and will be saved into choices_pic, and the choices with be set to None.
  • choices_pic: Optional[List[bytes]]
    • The choices images. If pic_choice is False, the choices are strings and will be saved into choices, and the choices_pic with be set to None.
  • answer_idx: int
    • The index of the correct answer in the choices or choices_pic. If the split is test, the answer_idx is -1.

The bytes can be easily read by the following code:

from PIL import Image
def bytes_to_image(img_bytes: bytes) -> Image:
    img = Image.open(io.BytesIO(img_bytes))
    return img

Example Questions

Questions containing images

Question: What is the domain of this function?

Image: problem_pic

Choices: ["{x | x <= -6}", "all real numbers", "{x | x > 3}", "{x | x >= 0}"]

Answer: 1

Metadata:

{
  "subject": "math",
  "grade": "algebra-1",
  "skill": "domain-and-range-of-absolute-value-functions-graphs",
  "pic_choice": false,
  "pic_prob": true,
  "problem": "What is the domain of this function?",
  "problem_pic": "b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x02\\xd8'...",
  "choices": [
    "$\\{x \\mid x \\leq -6\\}$",
    "all real numbers",
    "$\\{x \\mid x > 3\\}$",
    "$\\{x \\mid x \\geq 0\\}$"
  ],
  "choices_pic": null,
  "answer_idx": 1
}

Choices containing images

Question: The three scatter plots below show the same data set. Choose the scatter plot in which the outlier is highlighted.

Choices:

Answer: 1

Metadata:

{
  "subject": "math",
  "grade": "precalculus",
  "skill": "outliers-in-scatter-plots",
  "pic_choice": true,
  "pic_prob": false,
  "problem": "The three scatter plots below show the same data set. Choose the scatter plot in which the outlier is highlighted.",
  "problem_pic": null,
  "choices": null,
  "choices_pic": [
    "b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x01N'...",
    "b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x01N'...",
    "b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x01N'..."
  ],
  "answer_idx": 1
}

How to Use

Please refer to our code for the usage of evaluation on the dataset.

Citation

@inproceedings{shen2024measuring,
  title={Measuring Vision-Language STEM Skills of Neural Models},
  author={Shen, Jianhao and Yuan, Ye and Mirzoyan, Srbuhi and Zhang, Ming and Wang, Chenguang},
  booktitle={ICLR},
  year={2024}
}

Dataset Card Contact

stemdataset@gmail.com

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