126 citations · 613 across the 33 of their papers we have counts for
6 papers · 1 filter
Mining Legal Arguments to Study Judicial Formalism
Tomáš Koref, Lena Held, Mahammad Namazov +3
Courts must justify their decisions, but systematically analyzing judicial reasoning at scale remains difficult. This study tests claims about formalistic judging in Central and Ea…
Differentially-private text generation degrades output language quality
Erion Çano, Ivan Habernal
Ensuring user privacy by synthesizing data from large language models (LLMs) tuned under differential privacy (DP) has become popular recently. However, the impact of DP fine-tuned…
HiPS: Hierarchical PDF Segmentation of Doctrinal Legal Books
Sabine Wehnert, Harikrishnan Changaramkulath, Ivan Habernal
PDF parsers have recently improved on page-level layout understanding. However, recovering a document-global section hierarchy with reliable boundaries remains brittle for deeply s…
From ASR to ASP: Evaluating Prompt Attack Vulnerabilities Against Open-Source LLMs
Jiawen Wang, Pritha Gupta, Ivan Habernal +3
Recent studies demonstrate that Large Language Models (LLMs) are vulnerable to attacks that generate harmful or sensitive outputs. As open-source LLMs are increasingly adopted in h…
Transparent NLP: Using RAG and LLM Alignment for Privacy Q&A
Anna Leschanowsky, Zahra Kolagar, Erion Çano +4
The transparency principle of the General Data Protection Regulation (GDPR) requires data processing information to be clear, precise, and accessible. While language models show pr…
A Comprehensive Survey on Legal Summarization: Challenges and Future Directions
Mousumi Akter, Erion Çano, Erik Weber +2
This article provides a systematic up-to-date survey of automatic summarization techniques, datasets, models, and evaluation methods in the legal domain. Through specific source se…