joelniklaus/Multi_Legal_Pile

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

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
• 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:

from datasets import load_dataset

config = 'en_contracts'  # {language}_{type}
dataset = load_dataset('joelniklaus/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
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
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
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
4	da	caselaw	Denmark	DDSC	3469	210730560	89702	2349	https://huggingface.co/DDSC	CC BY 4.0 and other, depending on the dataset
5	da	legislation	Denmark	DDSC	10736	653153146	265868	2456	https://huggingface.co/DDSC	CC BY 4.0 and other, depending on the dataset
6	de	caselaw	Germany	openlegaldata	31527	1785439383	596800	2991	https://de.openlegaldata.io/	ODbL-1.0
7	de	caselaw	Switzerland	entscheidsuche	31527	1785439383	596800	2991	https://entscheidsuche.ch/	See description
8	de	legislation	Germany	openlegaldata	8934	512840663	276034	1857	https://de.openlegaldata.io/	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
11	fr	caselaw	Belgium	jurportal	18313	1170335690	435569	2686	https://juportal.be/home/welkom	See description
12	fr	caselaw	France	CASS	18313	1170335690	435569	2686	https://echanges.dila.gouv.fr/OPENDATA/CASS/	Open Licence 2.0
13	fr	caselaw	Luxembourg	judoc	18313	1170335690	435569	2686	https://justice.public.lu/fr.html	See description
14	it	caselaw	Switzerland	entscheidsuche	6483	406520336	156630	2595	https://entscheidsuche.ch/	See description
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
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
22	pl	legislation	Poland	MARCELL	5459	299334705	89264	3353	https://elrc-share.eu/repository/browse/marcell-polish-legislative-subcorpus-v2/dd14fa1c8d6811eb9c1a00155d026706c4718ddc9c6e4a92a88923816ca8b219/	CC0-1.0
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
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
27	sk	legislation	Slovakia	MARCELL	5208	280182047	76760	3650	https://elrc-share.eu/repository/browse/marcell-slovak-legislative-subcorpus-v2/6bdee1d68c8311eb9c1a00155d0267063398d3f1a3af40e1b728468dcbd6efdd/	CC0-1.0
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
total	all	all	all	1297609	xxx	81214262514	57305071	1417

Eurlex Resources

See Eurlex Resources for more information.

Legal-MC4

See Legal-MC4 for more information.

Pile-of-Law

See Pile-of-Law 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 for adding this dataset.