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metadata
language:
  - pt
license: cc-by-4.0
size_categories:
  - 1B<n<10B
task_categories:
  - text-generation
tags:
  - legal
dataset_info:
  config_name: iudicium_textum
  features:
    - name: text
      dtype: string
    - name: meta
      struct:
        - name: dedup
          struct:
            - name: exact_norm
              struct:
                - name: cluster_main_idx
                  dtype: int64
                - name: cluster_size
                  dtype: int64
                - name: exact_hash_idx
                  dtype: int64
                - name: is_duplicate
                  dtype: bool
            - name: minhash
              struct:
                - name: cluster_main_idx
                  dtype: int64
                - name: cluster_size
                  dtype: int64
                - name: is_duplicate
                  dtype: bool
                - name: minhash_idx
                  dtype: int64
    - name: id
      dtype: int64
  splits:
    - name: train
      num_bytes: 896139675
      num_examples: 198387
  download_size: 408025309
  dataset_size: 896139675
configs:
  - config_name: iudicium_textum
    data_files:
      - split: train
        path: iudicium_textum/train-*

LegalPT

LegalPT aggregates the maximum amount of publicly available legal data in Portuguese, drawing from varied sources including legislation, jurisprudence, legal articles, and government documents.

Dataset Details

Dataset is composed by six corpora: Ulysses-Tesemõ, MultiLegalPile (PT), ParlamentoPT, Iudicium Textum, Acordãos TCU, and DataSTF.

  • MultiLegalPile: a multilingual corpus of legal texts comprising 689 GiB of data, covering 24 languages in 17 jurisdictions. The corpus is separated by language, and the subset in Portuguese contains 92GiB of data, containing 13.76 billion words. This subset includes the jurisprudence of the Court of Justice of São Paulo (CJPG), appeals from the 5th Regional Federal Court (BRCAD-5), the Portuguese subset of legal documents from the European Union, known as EUR-Lex, and a filter for legal documents from MC4.
  • Ulysses-Tesemõ: a legal corpus in Brazilian Portuguese, composed of 2.2 million documents, totaling about 26GiB of text obtained from 96 different data sources. These sources encompass legal, legislative, academic papers, news, and related comments. The data was collected through web scraping of government websites.
  • ParlamentoPT: a corpus for training language models in European Portuguese. The data was collected from the Portuguese government portal and consists of 2.6 million documents of transcriptions of debates in the Portuguese Parliament.
  • Iudicium Textum: consists of rulings, votes, and reports from the Supreme Federal Court (STF) of Brazil, published between 2010 and 2018. The dataset contains 1GiB of data extracted from PDFs.
  • Acordãos TCU: an open dataset from the Tribunal de Contas da União (Brazilian Federal Court of Accounts), containing 600,000 documents obtained by web scraping government websites. The documents span from 1992 to 2019.
  • DataSTF: a dataset of monocratic decisions from the Superior Court of Justice (STJ) in Brazil, containing 700,000 documents (5GiB of data).

Dataset Description

Dataset Sources

Dataset Structure

[More Information Needed]

Data Collection and Processing

LegalPT is deduplicated using MinHash algorithm and Locality Sensitive Hashing, following the approach of Lee et al. (2022).

We used 5-grams and a signature of size 256, considering two documents to be identical if their Jaccard Similarity exceeded 0.7.

Duplicate rate found by the Minhash-LSH algorithm for the LegalPT corpus:

Corpus Documents Docs. after deduplication Duplicates (%)
Ulysses-Tesemõ 2,216,656 1,737,720 21.61
MultiLegalPile (PT)
CJPG 14,068,634 6,260,096 55.50
BRCAD-5 3,128,292 542,680 82.65
EUR-Lex (Caselaw) 104,312 78,893 24.37
EUR-Lex (Contracts) 11,581 8,511 26.51
EUR-Lex (Legislation) 232,556 95,024 59.14
Legal MC4 191,174 187,637 1.85
ParlamentoPT 2,670,846 2,109,931 21.00
Iudicium Textum 198,387 153,373 22.69
Acordãos TCU 634,711 462,031 27.21
DataSTF 737,769 310,119 57.97
Total (LegalPT) 24,194,918 11,946,015 50.63

Citation