dslim/bert-base-NER
Token Classification
•
Updated
•
1.03M
•
243
Datasets:
Tasks:
Token Classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
found
Annotations Creators:
crowdsourced
Source Datasets:
extended|other-reuters-corpus
License:
other
id
string
| tokens
sequence
| pos_tags
sequence
| chunk_tags
sequence
| ner_tags
sequence
|
|---|---|---|---|---|
"0" | [
"EU",
"rejects",
"German",
"call",
"to",
"boycott",
"British",
"lamb",
"."
] | [
22,
42,
16,
21,
35,
37,
16,
21,
7
] | [
11,
21,
11,
12,
21,
22,
11,
12,
0
] | [
3,
0,
7,
0,
0,
0,
7,
0,
0
] |
"1" | [
"Peter",
"Blackburn"
] | [
22,
22
] | [
11,
12
] | [
1,
2
] |
"2" | [
"BRUSSELS",
"1996-08-22"
] | [
22,
11
] | [
11,
12
] | [
5,
0
] |
"3" | [
"The",
"European",
"Commission",
"said",
"on",
"Thursday",
"it",
"disagreed",
"with",
"German",
"advice",
"to",
"consumers",
"to",
"shun",
"British",
"lamb",
"until",
"scientists",
"determine",
"whether",
"mad",
"cow",
"disease",
"can",
"be",
"transmitted",
"to",
"sheep",
"."
] | [
12,
22,
22,
38,
15,
22,
28,
38,
15,
16,
21,
35,
24,
35,
37,
16,
21,
15,
24,
41,
15,
16,
21,
21,
20,
37,
40,
35,
21,
7
] | [
11,
12,
12,
21,
13,
11,
11,
21,
13,
11,
12,
13,
11,
21,
22,
11,
12,
17,
11,
21,
17,
11,
12,
12,
21,
22,
22,
13,
11,
0
] | [
0,
3,
4,
0,
0,
0,
0,
0,
0,
7,
0,
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0,
0,
0,
7,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
"4" | [
"Germany",
"'s",
"representative",
"to",
"the",
"European",
"Union",
"'s",
"veterinary",
"committee",
"Werner",
"Zwingmann",
"said",
"on",
"Wednesday",
"consumers",
"should",
"buy",
"sheepmeat",
"from",
"countries",
"other",
"than",
"Britain",
"until",
"the",
"scientific",
"advice",
"was",
"clearer",
"."
] | [
22,
27,
21,
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12,
22,
22,
27,
16,
21,
22,
22,
38,
15,
22,
24,
20,
37,
21,
15,
24,
16,
15,
22,
15,
12,
16,
21,
38,
17,
7
] | [
11,
11,
12,
13,
11,
12,
12,
11,
12,
12,
12,
12,
21,
13,
11,
12,
21,
22,
11,
13,
11,
1,
13,
11,
17,
11,
12,
12,
21,
1,
0
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0,
0,
0,
0,
3,
4,
0,
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2,
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0,
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0,
0,
0,
0,
0,
5,
0,
0,
0,
0,
0,
0,
0
] |
"5" | [
"\"",
"We",
"do",
"n't",
"support",
"any",
"such",
"recommendation",
"because",
"we",
"do",
"n't",
"see",
"any",
"grounds",
"for",
"it",
",",
"\"",
"the",
"Commission",
"'s",
"chief",
"spokesman",
"Nikolaus",
"van",
"der",
"Pas",
"told",
"a",
"news",
"briefing",
"."
] | [
0,
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30,
37,
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16,
21,
15,
28,
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30,
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6,
0,
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22,
27,
16,
21,
22,
22,
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22,
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7
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0,
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12,
11,
12,
12,
12,
12,
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12,
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11,
12,
12,
0
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3,
0,
0,
0,
1,
2,
2,
2,
0,
0,
0,
0,
0
] |
"6" | [
"He",
"said",
"further",
"scientific",
"study",
"was",
"required",
"and",
"if",
"it",
"was",
"found",
"that",
"action",
"was",
"needed",
"it",
"should",
"be",
"taken",
"by",
"the",
"European",
"Union",
"."
] | [
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15,
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38,
40,
15,
21,
38,
40,
28,
20,
37,
40,
15,
12,
22,
22,
7
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12,
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0,
17,
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11,
21,
22,
11,
21,
22,
22,
13,
11,
12,
12,
0
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0,
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0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
3,
4,
0
] |
"7" | [
"He",
"said",
"a",
"proposal",
"last",
"month",
"by",
"EU",
"Farm",
"Commissioner",
"Franz",
"Fischler",
"to",
"ban",
"sheep",
"brains",
",",
"spleens",
"and",
"spinal",
"cords",
"from",
"the",
"human",
"and",
"animal",
"food",
"chains",
"was",
"a",
"highly",
"specific",
"and",
"precautionary",
"move",
"to",
"protect",
"human",
"health",
"."
] | [
28,
38,
12,
21,
16,
21,
15,
22,
22,
22,
22,
22,
35,
37,
21,
24,
6,
24,
10,
16,
24,
15,
12,
21,
10,
21,
21,
24,
38,
12,
30,
16,
10,
16,
21,
35,
37,
16,
21,
7
] | [
11,
21,
11,
12,
11,
12,
13,
11,
12,
12,
12,
12,
21,
22,
11,
12,
0,
11,
0,
11,
12,
13,
11,
12,
12,
12,
12,
12,
21,
11,
12,
1,
2,
2,
11,
21,
22,
11,
12,
0
] | [
0,
0,
0,
0,
0,
0,
0,
3,
0,
0,
1,
2,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
"8" | [
"Fischler",
"proposed",
"EU-wide",
"measures",
"after",
"reports",
"from",
"Britain",
"and",
"France",
"that",
"under",
"laboratory",
"conditions",
"sheep",
"could",
"contract",
"Bovine",
"Spongiform",
"Encephalopathy",
"(",
"BSE",
")",
"--",
"mad",
"cow",
"disease",
"."
] | [
17,
40,
22,
42,
15,
24,
15,
22,
10,
22,
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15,
21,
24,
21,
20,
37,
22,
22,
22,
4,
22,
5,
8,
16,
21,
21,
7
] | [
11,
12,
12,
21,
13,
11,
13,
11,
12,
12,
11,
13,
11,
11,
12,
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22,
11,
12,
12,
0,
11,
0,
0,
11,
12,
12,
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0,
0,
0,
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0,
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7,
8,
8,
0,
7,
0,
0,
0,
0,
0,
0
] |
"9" | [
"But",
"Fischler",
"agreed",
"to",
"review",
"his",
"proposal",
"after",
"the",
"EU",
"'s",
"standing",
"veterinary",
"committee",
",",
"mational",
"animal",
"health",
"officials",
",",
"questioned",
"if",
"such",
"action",
"was",
"justified",
"as",
"there",
"was",
"only",
"a",
"slight",
"risk",
"to",
"human",
"health",
"."
] | [
10,
22,
38,
35,
37,
29,
21,
15,
12,
22,
27,
21,
16,
21,
6,
16,
21,
21,
24,
6,
38,
15,
16,
21,
38,
40,
15,
30,
38,
30,
12,
16,
21,
35,
16,
21,
7
] | [
0,
11,
21,
22,
22,
11,
12,
13,
11,
12,
11,
12,
12,
12,
0,
11,
12,
12,
12,
0,
21,
17,
11,
12,
21,
22,
13,
3,
21,
3,
11,
12,
12,
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12,
0
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0,
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0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
"10" | [
"Spanish",
"Farm",
"Minister",
"Loyola",
"de",
"Palacio",
"had",
"earlier",
"accused",
"Fischler",
"at",
"an",
"EU",
"farm",
"ministers",
"'",
"meeting",
"of",
"causing",
"unjustified",
"alarm",
"through",
"\"",
"dangerous",
"generalisation",
".",
"\""
] | [
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16,
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24,
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21,
15,
39,
16,
21,
15,
0,
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21,
7,
0
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22,
22,
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13,
11,
12,
12,
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21,
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0,
0,
0,
0
] |
"11" | [
"."
] | [
7
] | [
0
] | [
0
] |
"12" | [
"Only",
"France",
"and",
"Britain",
"backed",
"Fischler",
"'s",
"proposal",
"."
] | [
30,
22,
10,
22,
38,
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0,
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] |
"13" | [
"The",
"EU",
"'s",
"scientific",
"veterinary",
"and",
"multidisciplinary",
"committees",
"are",
"due",
"to",
"re-examine",
"the",
"issue",
"early",
"next",
"month",
"and",
"make",
"recommendations",
"to",
"the",
"senior",
"veterinary",
"officials",
"."
] | [
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16,
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37,
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10,
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] |
"14" | [
"Sheep",
"have",
"long",
"been",
"known",
"to",
"contract",
"scrapie",
",",
"a",
"brain-wasting",
"disease",
"similar",
"to",
"BSE",
"which",
"is",
"believed",
"to",
"have",
"been",
"transferred",
"to",
"cattle",
"through",
"feed",
"containing",
"animal",
"waste",
"."
] | [
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37,
40,
40,
35,
24,
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] |
"15" | [
"British",
"farmers",
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"Thursday",
"there",
"was",
"any",
"danger",
"to",
"human",
"health",
"from",
"their",
"sheep",
",",
"but",
"expressed",
"concern",
"that",
"German",
"government",
"advice",
"to",
"consumers",
"to",
"avoid",
"British",
"lamb",
"might",
"influence",
"consumers",
"across",
"Europe",
"."
] | [
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"16" | [
"\"",
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"have",
"to",
"be",
"extremely",
"careful",
"of",
"is",
"how",
"other",
"countries",
"are",
"going",
"to",
"take",
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"'s",
"lead",
",",
"\"",
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"National",
"Farmers",
"'",
"Union",
"(",
"NFU",
")",
"chairman",
"John",
"Lloyd",
"Jones",
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"."
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"17" | [
"Bonn",
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"to",
"protect",
"public",
"health",
"after",
"consumer",
"confidence",
"collapsed",
"in",
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"after",
"a",
"British",
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"an",
"illness",
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"to",
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"cow",
"disease",
"by",
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"."
] | [
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] |
"18" | [
"Germany",
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12,
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"68" | [
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"=",
"DENOMS",
"(",
"K",
")",
"1-10-100",
"SALE",
"LIMITS",
"US",
"/",
"UK",
"/",
"CA"
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"69" | [
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"70" | [
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"HOME",
"CTRY",
"=",
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"71" | [
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"SELL",
"CONC",
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"72" | [
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"73" | [
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"74" | [
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"76" | [
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11
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"77" | [
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"79" | [
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"80" | [
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"81" | [
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"82" | [
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"83" | [
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"84" | [
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"85" | [
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"86" | [
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"87" | [
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"88" | [
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11,
21,
11,
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12
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0,
0,
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0
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"89" | [
"--",
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"Newsroom",
"+44",
"171",
"542",
"8863"
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8,
22,
22,
11,
11,
11,
11
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0,
3,
4,
0,
0,
0,
0
] |
"90" | [
"Port",
"conditions",
"update",
"-",
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"Lloyds",
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"."
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21,
24,
41,
8,
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7
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12,
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12,
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0,
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5,
0,
3,
4,
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"91" | [
"Port",
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"Intelligence",
"Service",
"--"
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21,
24,
15,
22,
22,
22,
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12,
12,
0
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0,
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3,
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4,
4,
0
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"92" | [
"LATTAKIA",
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"and",
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"24",
"hours",
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"93" | [
"Israel",
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"fears",
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"94" | [
"Colleen",
"Siegel"
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22,
22
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11,
12
] | [
1,
2
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"95" | [
"JERUSALEM",
"1996-08-22"
] | [
40,
11
] | [
11,
12
] | [
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0
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"96" | [
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Dataset Card for "conll2003"
Dataset Summary
The shared task of CoNLL-2003 concerns language-independent named entity recognition. We will concentrate on four types of named entities: persons, locations, organizations and names of miscellaneous entities that do not belong to the previous three groups.
The CoNLL-2003 shared task data files contain four columns separated by a single space. Each word has been put on a separate line and there is an empty line after each sentence. The first item on each line is a word, the second a part-of-speech (POS) tag, the third a syntactic chunk tag and the fourth the named entity tag. The chunk tags and the named entity tags have the format I-TYPE which means that the word is inside a phrase of type TYPE. Only if two phrases of the same type immediately follow each other, the first word of the second phrase will have tag B-TYPE to show that it starts a new phrase. A word with tag O is not part of a phrase. Note the dataset uses IOB2 tagging scheme, whereas the original dataset uses IOB1.
For more details see https://www.clips.uantwerpen.be/conll2003/ner/ and https://www.aclweb.org/anthology/W03-0419
Supported Tasks and Leaderboards
Languages
Dataset Structure
Data Instances
conll2003
- Size of downloaded dataset files: 4.85 MB
- Size of the generated dataset: 10.26 MB
- Total amount of disk used: 15.11 MB
An example of 'train' looks as follows.
{
"chunk_tags": [11, 12, 12, 21, 13, 11, 11, 21, 13, 11, 12, 13, 11, 21, 22, 11, 12, 17, 11, 21, 17, 11, 12, 12, 21, 22, 22, 13, 11, 0],
"id": "0",
"ner_tags": [0, 3, 4, 0, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
"pos_tags": [12, 22, 22, 38, 15, 22, 28, 38, 15, 16, 21, 35, 24, 35, 37, 16, 21, 15, 24, 41, 15, 16, 21, 21, 20, 37, 40, 35, 21, 7],
"tokens": ["The", "European", "Commission", "said", "on", "Thursday", "it", "disagreed", "with", "German", "advice", "to", "consumers", "to", "shun", "British", "lamb", "until", "scientists", "determine", "whether", "mad", "cow", "disease", "can", "be", "transmitted", "to", "sheep", "."]
}
The original data files have -DOCSTART- lines used to separate documents, but these lines are removed here.
Indeed -DOCSTART- is a special line that acts as a boundary between two different documents, and it is filtered out in this implementation.
Data Fields
The data fields are the same among all splits.
conll2003
id: astringfeature.tokens: alistofstringfeatures.pos_tags: alistof classification labels (int). Full tagset with indices:
{'"': 0, "''": 1, '#': 2, '$': 3, '(': 4, ')': 5, ',': 6, '.': 7, ':': 8, '``': 9, 'CC': 10, 'CD': 11, 'DT': 12,
'EX': 13, 'FW': 14, 'IN': 15, 'JJ': 16, 'JJR': 17, 'JJS': 18, 'LS': 19, 'MD': 20, 'NN': 21, 'NNP': 22, 'NNPS': 23,
'NNS': 24, 'NN|SYM': 25, 'PDT': 26, 'POS': 27, 'PRP': 28, 'PRP$': 29, 'RB': 30, 'RBR': 31, 'RBS': 32, 'RP': 33,
'SYM': 34, 'TO': 35, 'UH': 36, 'VB': 37, 'VBD': 38, 'VBG': 39, 'VBN': 40, 'VBP': 41, 'VBZ': 42, 'WDT': 43,
'WP': 44, 'WP$': 45, 'WRB': 46}
chunk_tags: alistof classification labels (int). Full tagset with indices:
{'O': 0, 'B-ADJP': 1, 'I-ADJP': 2, 'B-ADVP': 3, 'I-ADVP': 4, 'B-CONJP': 5, 'I-CONJP': 6, 'B-INTJ': 7, 'I-INTJ': 8,
'B-LST': 9, 'I-LST': 10, 'B-NP': 11, 'I-NP': 12, 'B-PP': 13, 'I-PP': 14, 'B-PRT': 15, 'I-PRT': 16, 'B-SBAR': 17,
'I-SBAR': 18, 'B-UCP': 19, 'I-UCP': 20, 'B-VP': 21, 'I-VP': 22}
ner_tags: alistof classification labels (int). Full tagset with indices:
{'O': 0, 'B-PER': 1, 'I-PER': 2, 'B-ORG': 3, 'I-ORG': 4, 'B-LOC': 5, 'I-LOC': 6, 'B-MISC': 7, 'I-MISC': 8}
Data Splits
| name | train | validation | test |
|---|---|---|---|
| conll2003 | 14041 | 3250 | 3453 |
Dataset Creation
Curation Rationale
Source Data
Initial Data Collection and Normalization
Who are the source language producers?
Annotations
Annotation process
Who are the annotators?
Personal and Sensitive Information
Considerations for Using the Data
Social Impact of Dataset
Discussion of Biases
Other Known Limitations
Additional Information
Dataset Curators
Licensing Information
From the CoNLL2003 shared task page:
The English data is a collection of news wire articles from the Reuters Corpus. The annotation has been done by people of the University of Antwerp. Because of copyright reasons we only make available the annotations. In order to build the complete data sets you will need access to the Reuters Corpus. It can be obtained for research purposes without any charge from NIST.
The copyrights are defined below, from the Reuters Corpus page:
The stories in the Reuters Corpus are under the copyright of Reuters Ltd and/or Thomson Reuters, and their use is governed by the following agreements:
This agreement must be signed by the person responsible for the data at your organization, and sent to NIST.
This agreement must be signed by all researchers using the Reuters Corpus at your organization, and kept on file at your organization.
Citation Information
@inproceedings{tjong-kim-sang-de-meulder-2003-introduction,
title = "Introduction to the {C}o{NLL}-2003 Shared Task: Language-Independent Named Entity Recognition",
author = "Tjong Kim Sang, Erik F. and
De Meulder, Fien",
booktitle = "Proceedings of the Seventh Conference on Natural Language Learning at {HLT}-{NAACL} 2003",
year = "2003",
url = "https://www.aclweb.org/anthology/W03-0419",
pages = "142--147",
}
Contributions
Thanks to @jplu, @vblagoje, @lhoestq for adding this dataset.
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