README.md

---
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"
}
````