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---
annotations_creators:
- other
language_creators:
- found
language:
- bg
- cs
- da
- de
- el
- en
- es
- et
- fi
- fr
- ga
- hr
- hu
- it
- lt
- lv
- mt
- nl
- pl
- pt
- ro
- sk
- sl
- sv
license: cc-by-sa-4.0
multilinguality:
- multilingual
paperswithcode_id: null
pretty_name: 'MultiLegalPile: A Large-Scale Multilingual Corpus for the Legal Domain'
size_categories:
- 10M<n<100M
source_datasets:
- original
task_categories:
- fill-mask
---

# Dataset Card for MultiLegalPile: A Large-Scale Multilingual Corpus for the Legal Domain

## Table of Contents

- [Table of Contents](#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:** [MultiLegalPile](https://arxiv.org/abs/2306.02069)
- **Leaderboard:**
- **Point of Contact:** [Joel Niklaus](mailto:[email protected])

### Dataset Summary

The Multi_Legal_Pile is a large-scale multilingual legal dataset suited for pretraining language models.
It spans over 24 languages and five legal text types. This version only contains data permissively licensed for commercial use.

### Supported Tasks and Leaderboards

The dataset supports the tasks of fill-mask.

### Languages

The following languages are supported: bg, cs, da, de, el, en, es, et, fi, fr, ga, hr, hu, it, lt, lv, mt, nl, pl, pt,
ro, sk, sl, sv

## Dataset Structure

It is structured in the following format:
type -> language -> jurisdiction.jsonl.xz

type is one of the following:

- caselaw
- contracts
- legislation
- other
- legal_mc4

`legal_mc4` is a subset of the other type but is listed separately so it can be easily excluded since it is less
permissively licensed than the other types.

Use the dataset like this:

```python
from datasets import load_dataset

config = 'en_contracts'  # {language}_{type}
dataset = load_dataset('joelito/Multi_Legal_Pile', config, split='train', streaming=True)
```

'config' is a combination of language and text_type, e.g. 'en_contracts' or 'de_caselaw'.
To load all the languages or all the text_types, use 'all' instead of the language or text_type (e.g., '
all_legislation').

### Data Instances

The file format is jsonl.xz and there is one split available ("train").

The complete dataset (689GB) consists of four large subsets:

- Native Multi Legal Pile (112GB)
- Eurlex Resources (179GB)
- Legal MC4 (106GB)
- Pile of Law (292GB)

#### Native Multilingual Legal Pile data

|    | Language   | Text Type   | Jurisdiction   | Source                             |   Size (MB) |       Words |   Documents |   Words/Document | URL                                                                                                                                                  | License                                                                                             |
|---:|:-----------|:------------|:---------------|:-----------------------------------|------------:|------------:|------------:|-----------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------|
|  0 | bg         | legislation | Bulgaria       | MARCELL                            |        8015 |   308946116 |       82777 |             3732 | https://elrc-share.eu/repository/browse/marcell-bulgarian-legislative-subcorpus-v2/946267fe8d8711eb9c1a00155d026706d2c9267e5cdf4d75b5f02168f01906c6/ | [CC0-1.0](https://elrc-share.eu/static/metashare/licences/CC0-1.0.pdf)                              |
|  1 | cs         | caselaw     | Czechia        | CzCDC Constitutional Court         |       11151 |   574336489 |      296652 |             1936 | https://lindat.mff.cuni.cz/repository/xmlui/handle/11372/LRT-3052                                                                                    | [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)                                     |
|  2 | cs         | caselaw     | Czechia        | CzCDC Supreme Administrative Court |       11151 |   574336489 |      296652 |             1936 | https://lindat.mff.cuni.cz/repository/xmlui/handle/11372/LRT-3052                                                                                    | [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)                                     |
|  3 | cs         | caselaw     | Czechia        | CzCDC Supreme Court                |       11151 |   574336489 |      296652 |             1936 | https://lindat.mff.cuni.cz/repository/xmlui/handle/11372/LRT-3052                                                                                    | [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)                                     |
|  4 | da         | caselaw     | Denmark        | DDSC                               |        3469 |   210730560 |       89702 |             2349 | https://huggingface.co/DDSC                                                                                                                          | [CC BY 4.0 and other, depending on the dataset](https://creativecommons.org/licenses/by-nc/4.0/)    |
|  5 | da         | legislation | Denmark        | DDSC                               |       10736 |   653153146 |      265868 |             2456 | https://huggingface.co/DDSC                                                                                                                          | [CC BY 4.0 and other, depending on the dataset](https://creativecommons.org/licenses/by-nc/4.0/)    |
|  6 | de         | caselaw     | Germany        | openlegaldata                      |       31527 |  1785439383 |      596800 |             2991 | https://de.openlegaldata.io/                                                                                                                         | [ODbL-1.0](https://opendatacommons.org/licenses/odbl/1-0/)                                          |
|  7 | de         | caselaw     | Switzerland    | entscheidsuche                     |       31527 |  1785439383 |      596800 |             2991 | https://entscheidsuche.ch/                                                                                                                           | [See description](https://entscheidsuche.ch/dataUsage)                                              |
|  8 | de         | legislation | Germany        | openlegaldata                      |        8934 |   512840663 |      276034 |             1857 | https://de.openlegaldata.io/                                                                                                                         | [ODbL-1.0](https://opendatacommons.org/licenses/odbl/1-0/)                                          |
|  9 | de         | legislation | Switzerland    | lexfind                            |        8934 |   512840663 |      276034 |             1857 | https://www.lexfind.ch/fe/de/search                                                                                                                  | No information provided                                                                             |
| 10 | fr         | caselaw     | Switzerland    | entscheidsuche                     |       18313 |  1170335690 |      435569 |             2686 | https://entscheidsuche.ch/                                                                                                                           | [See description](https://entscheidsuche.ch/dataUsage)                                              |
| 11 | fr         | caselaw     | Belgium        | jurportal                          |       18313 |  1170335690 |      435569 |             2686 | https://juportal.be/home/welkom                                                                                                                      | [See description](https://juportal.be/home/disclaimer)                                              |
| 12 | fr         | caselaw     | France         | CASS                               |       18313 |  1170335690 |      435569 |             2686 | https://echanges.dila.gouv.fr/OPENDATA/CASS/                                                                                                         | [Open Licence 2.0](https://echanges.dila.gouv.fr/OPENDATA/CASS/DILA_CASS_Presentation_20170824.pdf) |
| 13 | fr         | caselaw     | Luxembourg     | judoc                              |       18313 |  1170335690 |      435569 |             2686 | https://justice.public.lu/fr.html                                                                                                                    | [See description](https://justice.public.lu/fr/support/aspects-legaux/conditions-generales.html)    |
| 14 | it         | caselaw     | Switzerland    | entscheidsuche                     |        6483 |   406520336 |      156630 |             2595 | https://entscheidsuche.ch/                                                                                                                           | [See description](https://entscheidsuche.ch/dataUsage)                                              |
| 15 | en         | legislation | Switzerland    | lexfind                            |       36587 |  2537696894 |      657805 |             3857 | https://www.lexfind.ch/fe/de/search                                                                                                                  | No information provided                                                                             |
| 16 | en         | legislation | UK             | uk-lex                             |       36587 |  2537696894 |      657805 |             3857 | https://zenodo.org/record/6355465                                                                                                                    | [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/legalcode)                                  |
| 17 | fr         | legislation | Switzerland    | lexfind                            |        9297 |   600170792 |      243313 |             2466 | https://www.lexfind.ch/fe/fr/search                                                                                                                  | No information provided                                                                             |
| 18 | fr         | legislation | Belgium        | ejustice                           |        9297 |   600170792 |      243313 |             2466 | https://www.ejustice.just.fgov.be/cgi/welcome.pl                                                                                                     | No information provided                                                                             |
| 19 | it         | legislation | Switzerland    | lexfind                            |        8332 |   542579039 |      227968 |             2380 | https://www.lexfind.ch/fe/it/search                                                                                                                  | No information provided                                                                             |
| 20 | nl         | legislation | Belgium        | ejustice                           |        8484 |   550788527 |      232204 |             2372 | https://www.ejustice.just.fgov.be/cgi/welcome.pl                                                                                                     | No information provided                                                                             |
| 21 | hu         | legislation | Hungary        | MARCELL                            |        5744 |   264572303 |       86862 |             3045 | https://elrc-share.eu/repository/browse/marcell-hungarian-legislative-subcorpus-v2/a87295ec8d6511eb9c1a00155d0267065f7e56dc7db34ce5aaae0b48a329daaa/ | [CC0-1.0](https://elrc-share.eu/static/metashare/licences/CC0-1.0.pdf)                              |
| 22 | pl         | legislation | Poland         | MARCELL                            |        5459 |   299334705 |       89264 |             3353 | https://elrc-share.eu/repository/browse/marcell-polish-legislative-subcorpus-v2/dd14fa1c8d6811eb9c1a00155d026706c4718ddc9c6e4a92a88923816ca8b219/    | [CC0-1.0](https://elrc-share.eu/static/metashare/licences/CC0-1.0.pdf)                              |
| 23 | pt         | caselaw     | Brazil         | RulingBR                           |      196919 | 12611760973 |    17251236 |              731 | https://github.com/diego-feijo/rulingbr                                                                                                              | No information provided                                                                             |
| 24 | pt         | caselaw     | Brazil         | CRETA                              |      196919 | 12611760973 |    17251236 |              731 | https://www.kaggle.com/datasets/eliasjacob/brcad5?resource=download&select=language_modeling_texts.parquet                                           | [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/)                               |
| 25 | pt         | caselaw     | Brazil         | CJPG                               |      196919 | 12611760973 |    17251236 |              731 | https://esaj.tjsp.jus.br/cjsg/consultaCompleta.do?f=1                                                                                                | No information provided                                                                             |
| 26 | ro         | legislation | Romania        | MARCELL                            |       10464 |   559092153 |      215694 |             2592 | https://elrc-share.eu/repository/browse/marcell-romanian-legislative-subcorpus-v2/2da548428b9d11eb9c1a00155d026706ce94a6b59ffc4b0e9fb5cd9cebe6889e/  | [CC0-1.0](https://elrc-share.eu/static/metashare/licences/CC0-1.0.pdf)                              |
| 27 | sk         | legislation | Slovakia       | MARCELL                            |        5208 |   280182047 |       76760 |             3650 | https://elrc-share.eu/repository/browse/marcell-slovak-legislative-subcorpus-v2/6bdee1d68c8311eb9c1a00155d0267063398d3f1a3af40e1b728468dcbd6efdd/    | [CC0-1.0](https://elrc-share.eu/static/metashare/licences/CC0-1.0.pdf)                              |
| 28 | sl         | legislation | Slovenia       | MARCELL                            |        6057 |   365513763 |       88651 |             4123 | https://elrc-share.eu/repository/browse/marcell-slovenian-legislative-subcorpus-v2/e2a779868d4611eb9c1a00155d026706983c845a30d741b78e051faf91828b0d/ | [CC-BY-4.0](https://elrc-share.eu/static/metashare/licences/CC-BY-4.0.pdf) 
| total    | all         | all          | all                                |    1297609 |    xxx |       81214262514 |            57305071 |    1417 |         |

#### Eurlex Resources

See [Eurlex Resources](https://huggingface.co/datasets/joelito/eurlex_resources#data-instances) for more information.

#### Legal-MC4

See [Legal-MC4](https://huggingface.co/datasets/joelito/legal-mc4#data-instances) for more information.

#### Pile-of-Law

See [Pile-of-Law](https://huggingface.co/datasets/pile-of-law/pile-of-law#data-instances) for more information.

| Language   | Type        | Jurisdiction   | Source                               |   Size (MB) |      Tokens |   Documents |   Tokens/Document | Part of Multi_Legal_Pile   |
|:-----------|:------------|:---------------|:-------------------------------------|------------:|------------:|------------:|------------------:|:---------------------------|
| en         | all         | all            | all                                  |      503712 | 50547777921 |     9872444 |              5120 | yes                        |
| en         | caselaw     | EU             | echr                                 |         298 |    28374996 |        8480 |              3346 | yes                        |
| en         | caselaw     | Canada         | canadian_decisions                   |         486 |    45438083 |       11343 |              4005 | yes                        |
| en         | caselaw     | US             | dol_ecab                             |         942 |    99113541 |       28211 |              3513 | no                         |
| en         | caselaw     | US             | scotus_oral_arguments                |        1092 |   108228951 |        7996 |             13535 | no                         |
| en         | caselaw     | US             | tax_rulings                          |        1704 |   166915887 |       54064 |              3087 | no                         |
| en         | caselaw     | US             | nlrb_decisions                       |        2652 |   294471818 |       32080 |              9179 | no                         |
| en         | caselaw     | US             | scotus_filings                       |        4018 |   593870413 |       63775 |              9311 | yes                        |
| en         | caselaw     | US             | bva_opinions                         |       35238 |  4084140080 |      839523 |              4864 | no                         |
| en         | caselaw     | US             | courtlistener_docket_entry_documents |      139006 | 12713614864 |     1983436 |              6409 | yes                        |
| en         | caselaw     | US             | courtlistener_opinions               |      158110 | 15899704961 |     4518445 |              3518 | yes                        |
| en         | contracts   | --             | tos                                  |           4 |      391890 |          50 |              7837 | no                         |
| en         | contracts   | US             | cfpb_creditcard_contracts            |         188 |    25984824 |        2638 |              9850 | yes                        |
| en         | contracts   | US             | edgar                                |       28698 |  2936402810 |      987926 |              2972 | yes                        |
| en         | contracts   | US             | atticus_contracts                    |       78300 |  7997013703 |      650833 |             12287 | yes                        |
| en         | legislation | US             | fre                                  |           2 |      173325 |          68 |              2548 | no                         |
| en         | legislation | US             | frcp                                 |           4 |      427614 |          92 |              4647 | no                         |
| en         | legislation | US             | eoir                                 |          62 |     6109737 |        2229 |              2741 | no                         |
| en         | legislation | --             | constitutions                        |          66 |     5984865 |         187 |             32004 | yes                        |
| en         | legislation | US             | federal_register                     |         424 |    39854787 |        5414 |              7361 | yes                        |
| en         | legislation | US             | uscode                               |         716 |    78466325 |          58 |           1352867 | yes                        |
| en         | legislation | EU             | euro_parl                            |         808 |    71344326 |        9672 |              7376 | no                         |
| en         | legislation | US             | cfr                                  |        1788 |   160849007 |         243 |            661930 | yes                        |
| en         | legislation | US             | us_bills                             |        3394 |   320723838 |      112483 |              2851 | yes                        |
| en         | legislation | EU             | eurlex                               |        3504 |   401324829 |      142036 |              2825 | no                         |
| en         | legislation | US             | state_codes                          |       18066 |  1858333235 |         217 |           8563747 | yes                        |
| en         | other       | --             | bar_exam_outlines                    |           4 |      346924 |          59 |              5880 | no                         |
| en         | other       | US             | ftc_advisory_opinions                |           4 |      509025 |         145 |              3510 | no                         |
| en         | other       | US             | olc_memos                            |          98 |    12764635 |        1384 |              9223 | yes                        |
| en         | other       | --             | cc_casebooks                         |         258 |    24857378 |          73 |            340512 | no                         |
| en         | other       | --             | un_debates                           |         360 |    31152497 |        8481 |              3673 | no                         |
| en         | other       | --             | r_legaladvice                        |         798 |    72605386 |      146671 |               495 | no                         |
| en         | other       | US             | founding_docs                        |        1118 |   100390231 |      183664 |               546 | no                         |
| en         | other       | US             | oig                                  |        5056 |   566782244 |       38954 |             14550 | yes                        |
| en         | other       | US             | congressional_hearings               |       16448 |  1801110892 |       31514 |             57152 | no                         |

### Data Fields

[More Information Needed]

### 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

```
@misc{niklaus2023multilegalpile,
      title={MultiLegalPile: A 689GB Multilingual Legal Corpus}, 
      author={Joel Niklaus and Veton Matoshi and Matthias Stürmer and Ilias Chalkidis and Daniel E. Ho},
      year={2023},
      eprint={2306.02069},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
```

### Contributions

Thanks to [@JoelNiklaus](https://github.com/joelniklaus) for adding this dataset.