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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-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:**
- **Leaderboard:**
- **Point of Contact:** [Joel Niklaus](mailto:joel.niklaus.2@bfh.ch)
### 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.
### 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
- mc4_legal
`mc4_legal` 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) | Tokens | Documents | Words/Document | URL | License |
|:---------|:------------|:-------------|:-----------------------------------|----------:|-------:|----------:|---------------:|-----|--------:|
| bg | legislation | Bulgaria | MARCELL | 588 | xxx | xxx | xxx | | |
| cs | caselaw | Czechia | CzCDC Constitutional Court | 713 | xxx | xxx | xxx | | |
| cs | caselaw | Czechia | CzCDC Supreme Administrative Court | 1248 | xxx | xxx | xxx | | |
| cs | caselaw | Czechia | CzCDC Supreme Court | 1566 | xxx | xxx | xxx | | |
| da | caselaw | Denmark | DDSC | 205 | xxx | xxx | xxx | | |
| da | legislation | Denmark | DDSC | 1464 | xxx | xxx | xxx | | |
| de | caselaw | Germany | openlegaldata | 4310 | xxx | xxx | xxx | | |
| de | caselaw | Switzerland | entscheidsuche | 6937 | xxx | xxx | xxx | | |
| de | legislation | Germany | openlegaldata | 96 | xxx | xxx | xxx | | |
| de | legislation | Switzerland | lexfind | 299 | xxx | xxx | xxx | | |
| en | legislation | Switzerland | lexfind | 9 | xxx | xxx | xxx | | |
| en | legislation | UK | uk-lex | 262 | xxx | xxx | xxx | | |
| fr | caselaw | Belgium | jurportal | 104 | xxx | xxx | xxx | | |
| fr | caselaw | France | CASS | 266 | xxx | xxx | xxx | | |
| fr | caselaw | Luxembourg | judoc | 277 | xxx | xxx | xxx | | |
| fr | caselaw | Switzerland | entscheidsuche | 5100 | xxx | xxx | xxx | | |
| fr | legislation | Switzerland | lexfind | 219 | xxx | xxx | xxx | | |
| fr | legislation | Belgium | ejustice | 178 | xxx | xxx | xxx | | |
| hu | legislation | Hungary | MARCELL | 239 | xxx | xxx | xxx | | |
| it | caselaw | Switzerland | entscheidsuche | 1274 | xxx | xxx | xxx | | |
| it | legislation | Switzerland | lexfind | 141 | xxx | xxx | xxx | | |
| nl | legislation | Belgium | ejustice | 178 | xxx | xxx | xxx | | |
| pl | legislation | Poland | MARCELL | 264 | xxx | xxx | xxx | | |
| pt | caselaw | Brazil | RulingBR | 173 | xxx | xxx | xxx | | |
| pt | caselaw | Brazil | CRETA | 19000 | xxx | xxx | xxx | | |
| pt | caselaw | Brazil | CJPG | 63480 | xxx | xxx | xxx | | |
| ro | legislation | Romania | MARCELL | 2704 | xxx | xxx | xxx | | |
| sk | legislation | Slovakia | MARCELL | 192 | xxx | xxx | xxx | | |
| sl | legislation | Slovenia | MARCELL | 753 | xxx | xxx | xxx | | |
| total | all | all | all | 112239 | xxx | xxx | xxx | | |
#### 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
```
TODO add citation
```
### Contributions
Thanks to [@JoelNiklaus](https://github.com/joelniklaus) for adding this dataset.
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