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Sebastian Tur and Maria Saiyak Kaluk Biographical Information
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Domestic Ubimus
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In: EISSN: 2409-9708 ; EAI Endorsed Transactions on Creative Technologies ; https://hal-hprints.archives-ouvertes.fr/hprints-03602695 ; EAI Endorsed Transactions on Creative Technologies, EAI - European Alliance for Innovation, 2022, ⟨10.4108/eai.22-2-2022.173493⟩ (2022)
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Metropolenzeichen: Atlas zur visuellen Mehrsprachigkeit der Metropole Ruhr ...
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Eine agentenbasierte Architektur für Programmierung mit gesprochener Sprache ...
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Fairlex: A multilingual benchmark for evaluating fairness in legal text processing ...
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Abstract:
We present a benchmark suite of four datasets for evaluating the fairness of pre-trained legal language models and the techniques used to fine-tune them for downstream tasks. Our benchmarks cover four jurisdictions (European Council, USA, Swiss, and Chinese), five languages (English, German, French, Italian, and Chinese), and fairness across five attributes (gender, age, nationality/region, language, and legal area). In our experiments, we evaluate pre-trained language models using several group-robust fine-tuning techniques and show that performance group disparities are vibrant in many cases, while none of these techniques guarantee fairness, nor consistently mitigate group disparities. Furthermore, we provide a quantitative and qualitative analysis of our results, highlighting open challenges in the development of robustness methods in legal NLP. ...
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Keyword:
fairlex; fairness; legal
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URL: https://dx.doi.org/10.5281/zenodo.6322643 https://zenodo.org/record/6322643
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Fairlex: A multilingual benchmark for evaluating fairness in legal text processing ...
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Eine Disziplin stellt um: Open-Access-Transformation in der Linguistik ...
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Eine Disziplin stellt um: Open-Access-Transformation in der Linguistik ...
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XTREME-S: Evaluating Cross-lingual Speech Representations ...
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FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing ...
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Technology Mapping Using WebAI: The Case of 3D Printing ...
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One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia ...
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The domestic sources of sub-state foreign policymaking: determinants of subnational development cooperation across European regions ...
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The domestic sources of sub-state foreign policymaking: determinants of subnational development cooperation across European regions ...
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49 - A test-suite for the evaluation of Portuguese-English machine translations ...
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