Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland
Luca Rolshoven, Vishvaksenan Rasiah, Srinanda Brügger Bose, Sarah Hostettler, Lara Burkhalter, Matthias Stürmer, Joel Niklaus (2025)
Findings of the Association for Computational Linguistics: EMNLP 2025 — Suzhou, China
We present SLDS, a cross-lingual dataset of 20K Swiss court rulings with expert-authored headnotes in German, French, and Italian. Evaluation results suggest that factual accuracy matters more than reasoning for legal headnote generation.