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1 |
+
---
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+
annotations_creators:
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- expert-generated
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language_creators:
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- found
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languages:
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- en
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licenses:
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- unknown
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multilinguality:
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- monolingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- extended|conll2003
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task_categories:
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- structure-prediction
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task_ids:
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- named-entity-recognition
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paperswithcode_id: conll
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---
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+
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+
# Dataset Card for "conllpp"
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+
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25 |
+
## Table of Contents
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26 |
+
- [Dataset Description](#dataset-description)
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27 |
+
- [Dataset Summary](#dataset-summary)
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28 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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29 |
+
- [Languages](#languages)
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30 |
+
- [Dataset Structure](#dataset-structure)
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31 |
+
- [Data Instances](#data-instances)
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32 |
+
- [Data Fields](#data-fields)
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33 |
+
- [Data Splits](#data-splits)
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34 |
+
- [Dataset Creation](#dataset-creation)
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35 |
+
- [Curation Rationale](#curation-rationale)
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36 |
+
- [Source Data](#source-data)
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37 |
+
- [Annotations](#annotations)
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38 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
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39 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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40 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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41 |
+
- [Discussion of Biases](#discussion-of-biases)
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42 |
+
- [Other Known Limitations](#other-known-limitations)
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43 |
+
- [Additional Information](#additional-information)
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44 |
+
- [Dataset Curators](#dataset-curators)
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45 |
+
- [Licensing Information](#licensing-information)
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46 |
+
- [Citation Information](#citation-information)
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47 |
+
- [Contributions](#contributions)
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48 |
+
|
49 |
+
## Dataset Description
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+
|
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+
- **Homepage:** [Github](https://github.com/ZihanWangKi/CrossWeigh)
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52 |
+
- **Repository:** [Github](https://github.com/ZihanWangKi/CrossWeigh)
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+
- **Paper:** [Aclweb](https://www.aclweb.org/anthology/D19-1519)
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+
- **Leaderboard:**
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+
- **Point of Contact:**
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+
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+
### Dataset Summary
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58 |
+
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+
CoNLLpp is a corrected version of the CoNLL2003 NER dataset where labels of 5.38% of the sentences in the test set
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have been manually corrected. The training set and development set from CoNLL2003 is included for completeness. One
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correction on the test set for example, is:
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+
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63 |
+
```
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{
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"tokens": ["SOCCER", "-", "JAPAN", "GET", "LUCKY", "WIN", ",", "CHINA", "IN", "SURPRISE", "DEFEAT", "."],
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"original_ner_tags_in_conll2003": ["O", "O", "B-LOC", "O", "O", "O", "O", "B-PER", "O", "O", "O", "O"],
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"corrected_ner_tags_in_conllpp": ["O", "O", "B-LOC", "O", "O", "O", "O", "B-LOC", "O", "O", "O", "O"],
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}
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```
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+
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+
### Supported Tasks and Leaderboards
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+
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[More Information Needed]
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+
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+
### Languages
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+
|
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+
[More Information Needed]
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+
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+
## Dataset Structure
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80 |
+
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+
We show detailed information for up to 5 configurations of the dataset.
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+
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+
### Data Instances
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+
|
85 |
+
#### conllpp
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+
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- **Size of downloaded dataset files:** 4.63 MB
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+
- **Size of the generated dataset:** 9.78 MB
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- **Total amount of disk used:** 14.41 MB
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An example of 'train' looks as follows.
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```
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This example was too long and was cropped:
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{
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"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],
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"id": "0",
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"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],
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"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],
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"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", "."]
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}
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```
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+
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### Data Fields
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The data fields are the same among all splits.
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+
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#### conllpp
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- `id`: a `string` feature.
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- `tokens`: a `list` of `string` features.
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+
- `pos_tags`: a `list` of classification labels, with possible values including `"` (0), `''` (1), `#` (2), `$` (3), `(` (4).
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+
- `chunk_tags`: a `list` of classification labels, with possible values including `O` (0), `B-ADJP` (1), `I-ADJP` (2), `B-ADVP` (3), `I-ADVP` (4).
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- `ner_tags`: a `list` of classification labels, with possible values including `O` (0), `B-PER` (1), `I-PER` (2), `B-ORG` (3), `I-ORG` (4).
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+
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+
### Data Splits
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+
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+
| name |train|validation|test|
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+
|---------|----:|---------:|---:|
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+
|conll2003|14041| 3250|3453|
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+
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## Dataset Creation
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122 |
+
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+
### Curation Rationale
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124 |
+
|
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[More Information Needed]
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126 |
+
|
127 |
+
### Source Data
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128 |
+
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+
#### Initial Data Collection and Normalization
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130 |
+
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+
[More Information Needed]
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+
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+
#### Who are the source language producers?
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[More Information Needed]
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+
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+
### Annotations
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138 |
+
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#### Annotation process
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140 |
+
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+
[More Information Needed]
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142 |
+
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+
#### Who are the annotators?
|
144 |
+
|
145 |
+
[More Information Needed]
|
146 |
+
|
147 |
+
### Personal and Sensitive Information
|
148 |
+
|
149 |
+
[More Information Needed]
|
150 |
+
|
151 |
+
## Considerations for Using the Data
|
152 |
+
|
153 |
+
### Social Impact of Dataset
|
154 |
+
|
155 |
+
[More Information Needed]
|
156 |
+
|
157 |
+
### Discussion of Biases
|
158 |
+
|
159 |
+
[More Information Needed]
|
160 |
+
|
161 |
+
### Other Known Limitations
|
162 |
+
|
163 |
+
[More Information Needed]
|
164 |
+
|
165 |
+
## Additional Information
|
166 |
+
|
167 |
+
### Dataset Curators
|
168 |
+
|
169 |
+
[More Information Needed]
|
170 |
+
|
171 |
+
### Licensing Information
|
172 |
+
|
173 |
+
[More Information Needed]
|
174 |
+
|
175 |
+
### Citation Information
|
176 |
+
|
177 |
+
[More Information Needed]
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178 |
+
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179 |
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### Contributions
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180 |
+
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+
Thanks to [@ZihanWangKi](https://github.com/ZihanWangKi) for adding this dataset.
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