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cs.CL2025
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…
cs.CL2025
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…