File size: 24,251 Bytes
51526d8
3810cf6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
51526d8
3810cf6
 
 
 
 
 
 
 
 
 
51526d8
3810cf6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7dffd49
3810cf6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
---
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: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. 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.