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Dataset Card for [Dataset Name]
Dataset Summary
The Universal Morphology (UniMorph) project is a collaborative effort to improve how NLP handles complex morphology in the world’s languages. The goal of UniMorph is to annotate morphological data in a universal schema that allows an inflected word from any language to be defined by its lexical meaning, typically carried by the lemma, and by a rendering of its inflectional form in terms of a bundle of morphological features from our schema. The specification of the schema is described in Sylak-Glassman (2016).
Supported Tasks and Leaderboards
[More Information Needed]
Languages
The current version of the UniMorph dataset covers 110 languages.
Dataset Structure
Data Instances
Each data instance comprises of a lemma and a set of possible realizations with morphological and meaning annotations. For example:
{'forms': {'Aktionsart': [[], [], [], [], []],
'Animacy': [[], [], [], [], []],
...
'Finiteness': [[], [], [], [1], []],
...
'Number': [[], [], [0], [], []],
'Other': [[], [], [], [], []],
'Part_Of_Speech': [[7], [10], [7], [7], [10]],
...
'Tense': [[1], [1], [0], [], [0]],
...
'word': ['ablated', 'ablated', 'ablates', 'ablate', 'ablating']},
'lemma': 'ablate'}
Data Fields
Each instance in the dataset has the following fields:
lemma
: the common lemma for all all_formsforms
: all annotated forms for this lemma, with:word
: the full word form- [
category
]: a categorical variable denoting one or several tags in a category (several to represent composite tags, originally denoted withA+B
). The full list of categories and possible tags for each can be found here
Data Splits
[More Information Needed]
Dataset Creation
Curation Rationale
[More Information Needed]
Source Data
Initial Data Collection and Normalization
[More Information Needed]
Who are the source language producers?
[More Information Needed]
Annotations
Annotation process
[More Information Needed]
Who are the annotators?
[More Information Needed]
Personal and Sensitive Information
[More Information Needed]
Considerations for Using the Data
Social Impact of Dataset
[More Information Needed]
Discussion of Biases
[More Information Needed]
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
[More Information Needed]
Licensing Information
[More Information Needed]
Citation Information
[More Information Needed]
Contributions
Thanks to @yjernite for adding this dataset.
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