Performance in the Courtroom: Automated Processing and Visualization of Appeal Court Decisions in France
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Abstract (arXiv)
Artificial Intelligence techniques are already popular and important in the legal domain. We extract legal indicators from judicial judgment to decrease the asymmetry of information of the legal system and the access-to-justice gap. We use NLP methods to extract interesting entities/data from judgments to construct networks of lawyers and judgments. We propose metrics to rank lawyers based on their experience, wins/loss ratio and their importance in the network of lawyers. We also perform community detection in the network of judgments and propose metrics to represent the difficulty of cases capitalising on communities features.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Jun 2020.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 1; 2024: 1; 2025: 1.
6 papers.
- 2023Unlocking Practical Applications in Legal Domain: Evaluation of GPT for Zero-Shot Semantic Annotation of Legal Textscited by 32
- 2021Factoring Statutory Reasoning as Language Understanding Challengescited by 20
- 2021Lex Rosetta: Transfer of Predictive Models Across Languages, Jurisdictions, and Legal Domainscited by 11
- 2024The Factuality of Large Language Models in the Legal Domaincited by 10
- 2021NLP Research and Resources at DaSciM, Ecole Polytechniquecited by 0
- 2025What Are the Facts? Automated Extraction of Court-Established Facts from Criminal-Court Opinionscited by 0
- 2025What Are the Facts? Automated Extraction of Court-Established Facts from Criminal-Court Opinions7 Nov 2025
- 2024The Factuality of Large Language Models in the Legal Domain18 Sep 2024
- 2023Unlocking Practical Applications in Legal Domain: Evaluation of GPT for Zero-Shot Semantic Annotation of Legal Texts8 May 2023
- 2021Lex Rosetta: Transfer of Predictive Models Across Languages, Jurisdictions, and Legal Domains15 Dec 2021
- 2021NLP Research and Resources at DaSciM, Ecole Polytechnique1 Dec 2021
- 2021Factoring Statutory Reasoning as Language Understanding Challenges17 May 2021