Datasets:

oeg
/

software_benchmark_v2

Tasks:

Text Classification

Languages:

Spanish

License:

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
tokens: list<item: string>
  child 0, item: string
labels: list<item: int64>
  child 0, item: int64
-- schema metadata --
huggingface: '{"info": {"features": {"tokens": {"feature": {"dtype": "str' + 130
to
{'tokens': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ner_tags': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'input_ids': Sequence(feature=Value(dtype='int32', id=None), length=-1, id=None), 'token_type_ids': Sequence(feature=Value(dtype='int8', id=None), length=-1, id=None), 'attention_mask': Sequence(feature=Value(dtype='int8', id=None), length=-1, id=None), 'labels': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None)}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1995, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/arrow/arrow.py", line 71, in _generate_tables
                  yield f"{file_idx}_{batch_idx}", self._cast_table(pa_table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/arrow/arrow.py", line 59, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              tokens: list<item: string>
                child 0, item: string
              labels: list<item: int64>
                child 0, item: int64
              -- schema metadata --
              huggingface: '{"info": {"features": {"tokens": {"feature": {"dtype": "str' + 130
              to
              {'tokens': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ner_tags': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'input_ids': Sequence(feature=Value(dtype='int32', id=None), length=-1, id=None), 'token_type_ids': Sequence(feature=Value(dtype='int8', id=None), length=-1, id=None), 'attention_mask': Sequence(feature=Value(dtype='int8', id=None), length=-1, id=None), 'labels': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None)}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1529, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1154, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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tokens sequence	ner_tags sequence	input_ids sequence	token_type_ids sequence	attention_mask sequence	labels sequence
[ "As", "noted", "in", "Online", "Appendix", "A,", "the", "variable", "Asset", "has", "a", "very", "high", "proportion", "of", "zero's." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 188, 3742, 121, 2997, 5208, 106, 422, 111, 2249, 12183, 434, 106, 1248, 597, 4079, 131, 2799, 2505, 112, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "This", "would", "imply", "that", "the", "individual's", "relative", "risk", "aversion", "is", "infinite,", "a", "rather", "extreme", "assumption." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 238, 989, 8712, 198, 111, 1161, 2505, 112, 1930, 1265, 22201, 165, 7933, 422, 106, 2316, 7424, 3886, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "We", "tested", "the", "sensitivity", "to", "this", "extreme", "value", "by", "adding", "a", "dummy", "to", "distinguish", "zero", "and", "positive", "values;", "thus,", "the", "regression", "equation", "included", "17", "In", "Footnote", "14", "Shaw", "also", "notes", "that", "she", "dropped", "interaction", "of", "the", "intercept", "with", "the", "risk", "attitude", "dummies." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 185, 2733, 111, 2949, 147, 238, 7424, 973, 214, 5728, 106, 15851, 147, 5759, 2799, 137, 1532, 988, 1814, 959, 422, 111, 3089, 2037, 1936, 1557, 121, 6894, 13243, 1128, 22994, 469, 7626, 198, 2281, 13037, 2019, 131, 111, 17679, 190, 111, 1265, 10924, 11119, 5526, 123, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "We", "decided", "not", "to", "follow", "her", "and", "stick", "to", "the", "full", "model." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 185, 9972, 302, 147, 589, 1750, 137, 20361, 147, 111, 2327, 437, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "18", "Since", "comparing", "estimates", "involves", "combined", "coefficients", "(e.g.", "β", "·a", "xi", "),", "we", "need", "to", "take", "into", "account", "the", "standard", "deviation", "of", "such", "combination." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 1178, 1053, 4436, 3399, 5185, 3109, 3960, 145, 139, 205, 159, 205, 1886, 1255, 106, 4787, 546, 422, 185, 965, 147, 2636, 690, 2670, 111, 1235, 4707, 131, 555, 2702, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "This", "is", "done", "by", "using", "the", "\"nonlinear", "combinations", "of", "estimators\"", "option", "in", "STATA" ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2 ]	[ 102, 238, 165, 2992, 214, 487, 111, 1554, 4342, 6613, 131, 15390, 1554, 6418, 121, 30027, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, -100 ]
[ "19", "For", "Italy", "the", "null", "hypothesis", "is", "not", "rejected", "for", "the", "interaction", "between", "ARA", "and", "years", "of", "schooling.a", "dummy", "for", "having", "any", "risky", "financial", "assets", "at", "all", "and", "the", "share", "of", "risky", "financial", "assets." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 371, 168, 8022, 111, 6794, 3323, 165, 302, 13994, 168, 111, 2019, 467, 23787, 137, 1320, 131, 22142, 205, 106, 15851, 168, 2773, 843, 19587, 4437, 10802, 235, 355, 137, 111, 4456, 131, 19587, 4437, 10802, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "In", "the", "SHIW", "data", "for", "Italy,", "with", "the", "highest", "proportion", "of", "zero's,", "including", "the", "dummy", "has", "no", "effect", "on", "the", "results", "for", "the", "other", "variables;", "the", "significance", "level", "for", "the", "share", "of", "risky", "assets", "does", "not", "change", "in", "any", "relevant", "way." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 121, 111, 15374, 30128, 453, 168, 8022, 422, 190, 111, 3435, 4079, 131, 2799, 2505, 112, 422, 1471, 111, 15851, 434, 425, 907, 191, 111, 545, 168, 111, 494, 1762, 1814, 111, 4150, 615, 168, 111, 4456, 131, 19587, 10802, 1452, 302, 1477, 121, 843, 2884, 1804, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "20" ]	[ 4 ]	[ 102, 1012, 103 ]	[ 0, 0, 0 ]	[ 1, 1, 1 ]	[ -100, 4, -100 ]
[ "The", "estimation", "method", "is", "a", "Multivariate", "Probit", "maximum", "likelihood", "in", "which", "the", "decisions", "to", "engage", "in", "formal", "and", "informal", "linkages", "with", "a", "set", "of", "external", "organizations", "are", "estimated", "simultaneously." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 111, 3261, 551, 165, 106, 7642, 1083, 135, 2050, 5452, 121, 334, 111, 5207, 147, 11569, 121, 3805, 137, 13217, 20612, 190, 106, 610, 131, 3458, 6938, 220, 2595, 5364, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "5", "Formal", "or", "informal", "linkages", "data", "are", "binary", "but", "they", "have", "as", "many", "'dimensions'", "as", "the", "number", "of", "external", "partner/", "sources." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 305, 3805, 234, 13217, 20612, 453, 220, 5067, 563, 698, 360, 188, 1164, 2505, 4795, 2505, 188, 111, 649, 131, 3458, 9138, 1352, 3117, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "The", "choices", "are", "not", "mutually", "exclusive." ]	[ 4, 4, 4, 4, 4, 4 ]	[ 102, 111, 7938, 220, 302, 14853, 13497, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "This", "method", "allows", "the", "simultaneous", "estimation", "of", "more", "than", "one", "binary", "probit", "equation", "with", "correlated", "disturbances." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 238, 551, 2890, 111, 4035, 3261, 131, 475, 506, 482, 5067, 1083, 135, 2037, 190, 3968, 11158, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "By", "allowing", "disturbances", "across", "equations", "to", "be", "freely", "correlated,", "the", "method", "allows", "to", "test", "for", "the", "correlation", "between", "dependent", "variables", "conditional", "on", "a", "certain", "number", "of", "common", "explanatory", "variables", "(Galia", "and", "Legros", "2004,", "p.", "1193),", "thus", "providing", "insights", "into", "the", "extent", "of", "complementary", "of", "substitution", "between", "them." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 214, 5644, 11158, 2186, 3144, 147, 195, 12723, 3968, 422, 111, 551, 2890, 147, 856, 168, 111, 2364, 467, 3644, 1762, 7071, 191, 106, 2361, 649, 131, 1495, 15132, 1762, 145, 4045, 426, 137, 2983, 641, 6706, 422, 118, 205, 14919, 30138, 546, 422, 959, 3910, 8376, 690, 111, 3796, 131, 8487, 131, 8029, 467, 1445, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "A", "positive", "(negative)", "correlation", "of", "the", "error", "terms", "between", "two", "equations", "is", "taken", "as", "an", "indication", "of", "complementarity", "(substitution)", "between", "the", "two", "dependent", "variables.The", "data", "used", "in", "this", "paper", "come", "from", "the", "Community", "Innovation", "Survey", "3", "(CIS", "3)", "that", "investigates", "the", "process", "of", "innovation", "development", "by", "firms", "in", "the", "period", "1998-2000,", "in", "four", "European", "countries:", "The", "Netherlands,", "Norway,", "Sweden", "and", "the", "UK." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 106, 1532, 145, 1980, 546, 2364, 131, 111, 1913, 1615, 467, 502, 3144, 165, 2450, 188, 130, 9911, 131, 28529, 145, 8029, 546, 467, 111, 502, 3644, 1762, 205, 111, 453, 501, 121, 238, 1203, 6096, 263, 111, 2928, 6791, 3241, 239, 145, 7413, 239, 546, 198, 21138, 111, 624, 131, 6791, 1120, 214, 5244, 121, 111, 1275, 9555, 579, 4708, 422, 121, 1379, 4425, 3198, 862, 111, 8675, 422, 16233, 422, 10825, 137, 111, 4175, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "This", "is", "a", "quite", "powerful", "optimization", "function", "that", "efficiently", "combines", "evolutionary", "algorithm", "methods", "for", "global", "purpose", "with", "a", "derivative-based", "(quasi-Newton)", "method", "for", "local", "search", "of", "optima." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 238, 165, 106, 4462, 7669, 3378, 662, 198, 7132, 12974, 6644, 1172, 1045, 168, 2523, 3559, 190, 106, 7192, 579, 791, 145, 8889, 579, 14179, 546, 551, 168, 1338, 2322, 131, 1191, 30110, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "where", "ρ(j", ")", "is", "Spearman's", "rho", "for", "a", "copula", "applicable", "in", "regime", "j." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 582, 2853, 145, 261, 546, 165, 21086, 2505, 112, 16745, 168, 106, 1756, 2883, 7406, 121, 7556, 261, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "Our", "comparison", "of", "the", "mean", "values", "of", "the", "mentioned", "dependence", "measures", "taken", "in", "the", "subperiods", "of", "equal", "length", "uses", "the", "model", "confidence", "set", "(MCS)", "methodology." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 580, 2029, 131, 111, 1108, 988, 131, 111, 4382, 4899, 2554, 2450, 121, 111, 414, 12445, 30113, 131, 2652, 1755, 3294, 111, 437, 4885, 610, 145, 18625, 546, 4964, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "In", "the", "case", "where", "the", "MCS", "consists", "of", "at", "least", "two", "periods,", "the", "arithmetic", "mean", "of", "the", "corresponding", "scores", "is", "assigned", "to", "each", "of", "them." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 121, 111, 820, 582, 111, 18625, 3685, 131, 235, 1823, 502, 5081, 422, 111, 12448, 1108, 131, 111, 1737, 3359, 165, 4629, 147, 535, 131, 1445, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "All", "MCSs", "(with", "the", "significance", "level", "α", "=", "0.1)", "have", "been", "estimated", "using", "the", "package", "MulCom", "of", "Hansen", "and", "Lunde", "(2010)", "written", "in", "Ox", "(Doornik", "2006)." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 355, 18625, 30113, 145, 190, 111, 4150, 615, 1474, 275, 244, 205, 158, 546, 360, 528, 2595, 487, 111, 7526, 728, 943, 131, 20423, 137, 18798, 30107, 145, 4398, 546, 4293, 121, 1502, 145, 17552, 12912, 6186, 546, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "In", "the", "rest", "of", "this", "paper", "we", "will", "concentrate", "on", "the", "case", "that", "the", "players", "base", "their", "decisions", "on", "a", "performance", "criterion", "that", "has", "an", "infinite-planning", "horizon." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 121, 111, 2619, 131, 238, 1203, 185, 650, 14412, 191, 111, 820, 198, 111, 8581, 2971, 547, 5207, 191, 106, 1150, 5737, 198, 434, 130, 7933, 579, 4608, 11894, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "1", "By", "rewriting", "a", "specific", "application", "into", "the", "standard", "framework,", "one", "can", "use", "the", "toolbox", "to", "calculate", "and", "verify", "the", "existence", "of", "both", "the", "open-loop", "non-cooperative", "Nash", "equilibrium", "(equilibria)", "and", "cooperative", "Pareto", "equilibrium", "(equilibria)", "of", "any", "infinite-planning", "horizon", "affine", "linear", "quadratic", "open-loop", "differential", "game." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 158, 214, 23227, 106, 1154, 1836, 690, 111, 1235, 2641, 422, 482, 300, 626, 111, 23907, 147, 4978, 137, 7366, 111, 5074, 131, 655, 111, 1937, 579, 4472, 699, 579, 9189, 14214, 4211, 145, 16690, 546, 137, 9189, 16719, 4211, 145, 16690, 546, 131, 843, 7933, 579, 4608, 11894, 15010, 1724, 9167, 1937, 579, 4472, 4031, 4941, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "2", "Alternatively,", "the", "toolbox", "can", "apply", "a", "number", "of", "choice", "methods", "in", "order", "to", "discriminate", "between", "multiple", "equilibria." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 170, 9390, 422, 111, 23907, 300, 4245, 106, 649, 131, 3327, 1045, 121, 993, 147, 15334, 467, 1624, 16690, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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[ "In", "order", "to", "determine", "the", "cooperative", "solution,", "the", "user", "is", "asked", "to", "specify", "the", "relative", "importance", "of", "each", "player", "in", "the", "cooperative", "game." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 121, 993, 147, 2100, 111, 9189, 1368, 422, 111, 1824, 165, 5869, 147, 9753, 111, 1930, 3243, 131, 535, 8774, 121, 111, 9189, 4941, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "Moreover,", "the", "user", "can", "predefine", "a", "set", "of", "coalition", "structures", "for", "which", "they", "would", "like", "to", "calculate", "the", "noncooperative", "Nash", "solution(s)." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 2428, 422, 111, 1824, 300, 916, 5730, 276, 106, 610, 131, 15514, 2484, 168, 334, 698, 989, 1967, 147, 4978, 111, 699, 1173, 3140, 14214, 1368, 145, 112, 546, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "Conversely,", "a", "coalition", "structure", "generator", "is", "provided", "that", "automatically", "creates", "a", "whole", "space", "of", "coalition", "structures", "for", "a", "given", "number", "of", "players." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 9656, 422, 106, 15514, 1187, 7693, 165, 1966, 198, 6906, 10448, 106, 2868, 1630, 131, 15514, 2484, 168, 106, 906, 649, 131, 8581, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "Furthermore,", "the", "toolbox", "offers", "plotting", "facilities", "as", "well", "as", "other", "options", "to", "analyze", "the", "outcome", "of", "the", "game." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 2403, 422, 111, 23907, 6962, 26156, 7845, 188, 804, 188, 494, 6612, 147, 5230, 111, 3095, 131, 111, 4941, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
[ "For", "instance,", "it", "is", "possible", "to", "disaggregate", "each", "player's", "total", "loss", "into", "its", "contributing", "elements,", "which", "correspond", "to", "the", "quadratic", "expressions", "constituting", "the", "player's", "loss", "function." ]	[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ 102, 168, 3360, 422, 256, 165, 1263, 147, 29522, 217, 535, 8774, 2505, 112, 1114, 1738, 690, 633, 10027, 2419, 422, 334, 1171, 147, 111, 9167, 6370, 29262, 111, 8774, 2505, 112, 1738, 662, 205, 103 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]	[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ]	[ -100, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -100 ]
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The corpus have been built using two corpora in software mentions.

SoMESCi [1]. We have used the corpus uploaded to Github, more specifically, the corpus created with sentences.
Softcite [2]. This project has published another corpus for software mentions, which is also available on Github. We have used the annotations from bio and economics domain.
Papers with code. We have downloaded a list of publications from the Papers with Code site. You can find there publications and software from machine learning domain. To build this corpus, we have selected texts where you can find mentions of the software related with the publication.

To build this corpus, we have removed the annotations of other entities such as version, url and those which are related with the relation of teh entity with the text. IN this case, we only use the label Application_Mention.

To reconciliate both corpora, we have mapping the labels of both corpora. Also, some decisions about the annotations have been taken, for example, in the case of Microsoft Excel, we have decided to annotate Excel as software mention, not the whole text.

References

Schindler, D., Bensmann, F., Dietze, S., & Krüger, F. (2021, October). Somesci-A 5 star open data gold standard knowledge graph of software mentions in scientific articles. In Proceedings of the 30th ACM International Conference on Information & Knowledge Management (pp. 4574-4583).
Du, C., Cohoon, J., Lopez, P., & Howison, J. (2021). Softcite dataset: A dataset of software mentions in biomedical and economic research publications. Journal of the Association for Information Science and Technology, 72(7), 870-884.

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