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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 10 of 10 1 Fairlex: A multilingual benchmark for evaluating fairness in legal text processing ... Chalkidis, Ilias; Passini, Tommaso; Zhang, Sheng; Tomada, Letizia; Schwemer, Sebastian Felix; Søgaard, Anders. - : Zenodo, 2022 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. ... Keyword: fairlex; fairness; legal URL: https://dx.doi.org/10.5281/zenodo.6322643 https://zenodo.org/record/6322643 BASE Hide details 2 Fairlex: A multilingual benchmark for evaluating fairness in legal text processing ... Chalkidis, Ilias; Passini, Tommaso; Zhang, Sheng. - : Zenodo, 2022 BASE Show details 3 UK-LEX Dataset - Part of Chalkidis and Søgaard (2022) ... Chalkidis, Ilias; Søgaard, Anders. - : Zenodo, 2022 BASE Show details 4 UK-LEX Dataset - Part of Chalkidis and Søgaard (2022) ... Chalkidis, Ilias; Søgaard, Anders. - : Zenodo, 2022 BASE Show details 5 FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing ... Chalkidis, Ilias; Pasini, Tommaso; Zhang, Sheng. - : arXiv, 2022 BASE Show details 6 Generalized Quantifiers as a Source of Error in Multilingual NLU Benchmarks ... Cui, Ruixiang; Hershcovich, Daniel; Søgaard, Anders. - : arXiv, 2022 BASE Show details 7 Challenges and Strategies in Cross-Cultural NLP ... Hershcovich, Daniel; Frank, Stella; Lent, Heather. - : arXiv, 2022 BASE Show details 8 Factual Consistency of Multilingual Pretrained Language Models ... Fierro, Constanza; Søgaard, Anders. - : arXiv, 2022 BASE Show details 9 Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning ... de Lhoneux, Miryam; Zhang, Sheng; Søgaard, Anders. - : arXiv, 2022 BASE Show details 10 How Conservative are Language Models? Adapting to the Introduction of Gender-Neutral Pronouns ... Brandl, Stephanie; Cui, Ruixiang; Søgaard, Anders. - : arXiv, 2022 BASE Show details

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