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  ---
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- license: cc-by-nc-sa-4.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ annotations_creators:
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+ - expert-generated
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+ language:
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+ - sl
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+ language_creators:
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+ - found
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+ license:
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+ - cc-by-nc-sa-4.0
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+ multilinguality:
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+ - monolingual
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+ pretty_name: Dataset of Slovene idiomatic expressions SloIE
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+ size_categories:
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+ - 10K<n<100K
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+ - 100K<n<1M
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+ source_datasets: []
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+ tags:
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+ - sloie
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+ - idioms
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+ - gigafida
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+ - mice
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+ task_categories:
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+ - text-classification
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+ - token-classification
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+ task_ids:
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+ - token-classification-other-idiom-detection
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+ - token-classification-other-multiword-expression-detection
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  ---
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+
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+ # Dataset Card for SloIE
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+
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+ ### Dataset Summary
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+
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+ SloIE is a manually labelled dataset of Slovene idiomatic expressions. It contains 29399 sentences with 75 different expressions that can occur with either a literal or an idiomatic meaning, with appropriate manual annotations for each token. The idiomatic expressions were selected from the [Slovene Lexical Database]( (http://hdl.handle.net/11356/1030). Only expressions that can occur with both a literal and an idiomatic meaning were selected. The sentences were extracted from the Gigafida corpus.
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+
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+ For a more detailed description of the dataset, please see the paper Škvorc et al. (2022) - see below.
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+
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+ ### Supported Tasks and Leaderboards
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+
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+ Idiom detection.
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+
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+ ### Languages
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+
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+ Slovenian.
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ A sample instance from the dataset:
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+ ```json
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+ {
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+ 'sentence': 'Fantje regljajo v enem kotu, deklice pa svoje obrazke barvajo s pisanimi barvami.',
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+ 'expression': 'barvati kaj s črnimi barvami',
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+ 'word_order': [11, 10, 12, 13, 14],
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+ 'sentence_words': ['Fantje', 'regljajo', 'v', 'enem', 'kotu,', 'deklice', 'pa', 'svoje', 'obrazke', 'barvajo', 's', 'pisanimi', 'barvami.'],
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+ 'is_idiom': ['*', '*', '*', '*', '*', '*', '*', '*', 'NE', 'NE', 'NE', 'NE', 'NE']
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+ }
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+ ```
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+
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+ In this `sentence`, the words of the expression "barvati kaj s črnimi barvami" are used in a literal sense, as indicated by the "NE" annotations inside `is_idiom`. The "*" annotations indicate the words are not part of the expression.
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+
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+ ### Data Fields
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+
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+ - `sentence`: raw sentence in string form - **WARNING**: this is at times slightly different from the words inside `sentence_words` (e.g., "..." here could be "." in `sentence_words`);
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+ - `expression`: the annotated idiomatic expression;
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+ - `word_order`: numbers indicating the positions of tokens that belong to the expression;
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+ - `sentence_words`: words in the sentence;
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+ - `is_idiom`: a string denoting whether each word has an idiomatic (`"DA"`), literal (`"NE"`), or ambiguous (`"NEJASEN ZGLED"`) meaning. `"*"` means that the word is not part of the expression.
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ Tadej Škvorc, Polona Gantar, Marko Robnik-Šikonja.
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+
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+ ### Licensing Information
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+
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+ CC BY-NC-SA 4.0.
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+
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+ ### Citation Information
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+
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+ ```
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+ @article{skvorc2022mice,
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+ title = {MICE: Mining Idioms with Contextual Embeddings},
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+ journal = {Knowledge-Based Systems},
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+ volume = {235},
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+ pages = {107606},
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+ year = {2022},
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+ doi = {https://doi.org/10.1016/j.knosys.2021.107606},
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+ url = {https://www.sciencedirect.com/science/article/pii/S0950705121008686},
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+ author = {{\v S}kvorc, Tadej and Gantar, Polona and Robnik-{\v S}ikonja, Marko},
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+ }
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+ ```
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+
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+ ### Contributions
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+
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+ Thanks to [@matejklemen](https://github.com/matejklemen) for adding this dataset.