Datasets:
Tasks:
Token Classification
Sub-tasks:
word-sense-disambiguation
Languages:
Polish
Size:
1M<n<10M
License:
| annotations_creators: | |
| - expert-generated | |
| language: | |
| - pl | |
| language_creators: | |
| - expert-generated | |
| - found | |
| license: | |
| - cc-by-4.0 | |
| multilinguality: | |
| - monolingual | |
| pretty_name: wsd-polish-datasets | |
| size_categories: | |
| - 1M<n<10M | |
| source_datasets: | |
| - original | |
| tags: [] | |
| task_categories: | |
| - token-classification | |
| task_ids: | |
| - word-sense-disambiguation | |
| # Word Sense Disambiguation Corpora for Polish | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [Dataset Creation](#dataset-creation) | |
| - [Curation Rationale](#curation-rationale) | |
| - [Source Data](#source-data) | |
| - [Annotations](#annotations) | |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) | |
| - [Considerations for Using the Data](#considerations-for-using-the-data) | |
| - [Social Impact of Dataset](#social-impact-of-dataset) | |
| - [Discussion of Biases](#discussion-of-biases) | |
| - [Other Known Limitations](#other-known-limitations) | |
| - [Additional Information](#additional-information) | |
| - [Dataset Curators](#dataset-curators) | |
| - [Licensing Information](#licensing-information) | |
| - [Citation Information](#citation-information) | |
| - [Contributions](#contributions) | |
| ## Dataset Description | |
| - **Homepage:** | |
| - **Repository:** | |
| - **Paper:** https://link.springer.com/chapter/10.1007/978-3-031-08754-7_70 | |
| - **Point of Contact:** [email protected], [email protected] | |
| ### Dataset Summary | |
| `WSD Polish Datasets` are comprehensive benchmark for word sense disambiguation (WSD) classification task written in low-resource language Polish. | |
| It consists of 6 distinct datasets, manually annotated based on plWordNet-4.2: | |
| - KPWr | |
| - KPWr-100 | |
| - Sherlock (SPEC) | |
| - Skladnica | |
| - WikiGlex | |
| - EmoGlex | |
| - Walenty | |
| ### Supported Tasks and Leaderboards | |
| Word sense disambiguation task | |
| ### Languages | |
| Polish language, PL | |
| ## Dataset Structure | |
| ### Data Instances | |
| Data are structured in JSONL format, each single text sample is divided by sentence. | |
| ``` | |
| { | |
| "text": "Wpierw pani Hudson została zerwana z łóżka, po czym odegrała się na mnie, a ja - na tobie.", | |
| "tokens": [ | |
| { | |
| "index": 0, | |
| "position": [ | |
| 0, | |
| 6 | |
| ], | |
| "orth": "Wpierw", | |
| "lemma": "wpierw", | |
| "pos": "adv", | |
| "ctag": "adv" | |
| }, | |
| { | |
| "index": 1, | |
| "position": [ | |
| 7, | |
| 11 | |
| ], | |
| "orth": "pani", | |
| "lemma": "pani", | |
| "pos": "noun", | |
| "ctag": "subst:nom:f:sg" | |
| }, | |
| { | |
| "index": 2, | |
| "position": [ | |
| 12, | |
| 18 | |
| ], | |
| "orth": "Hudson", | |
| "lemma": "Hudson", | |
| "pos": "noun", | |
| "ctag": "subst:nom:f:sg" | |
| }, | |
| { | |
| "index": 3, | |
| "position": [ | |
| 19, | |
| 26 | |
| ], | |
| "orth": "została", | |
| "lemma": "zostać", | |
| "pos": "verb", | |
| "ctag": "praet:perf:f:sg" | |
| }, | |
| { | |
| "index": 4, | |
| "position": [ | |
| 27, | |
| 34 | |
| ], | |
| "orth": "zerwana", | |
| "lemma": "zerwać", | |
| "pos": "verb", | |
| "ctag": "ppas:perf:nom:f:aff:sg" | |
| }, | |
| { | |
| "index": 5, | |
| "position": [ | |
| 35, | |
| 36 | |
| ], | |
| "orth": "z", | |
| "lemma": "z", | |
| "pos": "prep", | |
| "ctag": "prep:gen:nwok" | |
| }, | |
| { | |
| "index": 6, | |
| "position": [ | |
| 37, | |
| 42 | |
| ], | |
| "orth": "łóżka", | |
| "lemma": "łóżko", | |
| "pos": "noun", | |
| "ctag": "subst:gen:n:sg" | |
| }, | |
| { | |
| "index": 7, | |
| "position": [ | |
| 42, | |
| 43 | |
| ], | |
| "orth": ",", | |
| "lemma": ",", | |
| "pos": "interp", | |
| "ctag": "interp" | |
| }, | |
| ... | |
| ], | |
| "phrases": [ | |
| { | |
| "token_indices": [ | |
| 10, | |
| 11 | |
| ], | |
| "head": 10, | |
| "lemma": "odegrać się" | |
| } | |
| ], | |
| "wsd": [ | |
| { | |
| "token_id": 0, | |
| "pl_sense": "najpierw.1.r", | |
| "plWN_syn_id": "477654", | |
| "plWN_lex_id": "718453", | |
| "plWN_syn_id_new": "98ee84eb5f4611eda4930242ac130002", | |
| "plWN_lex_id_new": "8c5acff25f4611eda4930242ac130002" | |
| }, | |
| { | |
| "token_id": 1, | |
| "pl_sense": "niewiasta.1.n", | |
| "plWN_syn_id": "129", | |
| "plWN_lex_id": "4345", | |
| "plWN_syn_id_new": "8e384db65f4611eda4930242ac130002", | |
| "plWN_lex_id_new": "71c622355f4611eda4930242ac130002" | |
| }, | |
| { | |
| "token_id": 3, | |
| "pl_sense": "zostać.6.v", | |
| "plWN_syn_id": "7068800", | |
| "plWN_lex_id": "7069137", | |
| "plWN_syn_id_new": "9924a0215f4611eda4930242ac130002", | |
| "plWN_lex_id_new": "8cfcc4395f4611eda4930242ac130002" | |
| }, | |
| { | |
| "token_id": 4, | |
| "pl_sense": "zerwać.9.v", | |
| "plWN_syn_id": "81101", | |
| "plWN_lex_id": "81717", | |
| "plWN_syn_id_new": "8fec998d5f4611eda4930242ac130002", | |
| "plWN_lex_id_new": "754169415f4611eda4930242ac130002" | |
| }, | |
| { | |
| "token_id": 6, | |
| "pl_sense": "łoże.1.n", | |
| "plWN_syn_id": "7419", | |
| "plWN_lex_id": "12010", | |
| "plWN_syn_id_new": "8e88576c5f4611eda4930242ac130002", | |
| "plWN_lex_id_new": "71f360dd5f4611eda4930242ac130002" | |
| }, | |
| { | |
| "token_id": 10, | |
| "pl_sense": "zemścić_się.1.v", | |
| "plWN_syn_id": "62160", | |
| "plWN_lex_id": "88109", | |
| "plWN_syn_id_new": "8fbbdfff5f4611eda4930242ac130002", | |
| "plWN_lex_id_new": "7568f5085f4611eda4930242ac130002" | |
| } | |
| ] | |
| } | |
| ``` | |
| ### Data Fields | |
| Description of json keys: | |
| - `text`: text of the sentence | |
| - `tokens`: list of tokens made by tokenization process | |
| - `index`: token order index in sentence | |
| - `position`: token chars span indices <included, excluded> | |
| - `orth`: word | |
| - `lemma`: lemmatised word | |
| - `pos`: part of speech | |
| - `ctag`: morphosyntactic tag | |
| - `phrases`: list of multi-word | |
| - `wsd`: annotation labels for the WSD task | |
| ### 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 | |
| ```` | |
| @InProceedings{10.1007/978-3-031-08754-7_70, | |
| author="Janz, Arkadiusz | |
| and Dziob, Agnieszka | |
| and Oleksy, Marcin | |
| and Baran, Joanna", | |
| editor="Groen, Derek | |
| and de Mulatier, Cl{\'e}lia | |
| and Paszynski, Maciej | |
| and Krzhizhanovskaya, Valeria V. | |
| and Dongarra, Jack J. | |
| and Sloot, Peter M. A.", | |
| title="A Unified Sense Inventory for Word Sense Disambiguation in Polish", | |
| booktitle="Computational Science -- ICCS 2022", | |
| year="2022", | |
| publisher="Springer International Publishing", | |
| address="Cham", | |
| pages="682--689", | |
| isbn="978-3-031-08754-7" | |
| } | |
| ```` | |