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cs.CL2026
Beyond Accuracy and Surface Fluency: Risk-Sensitive Evaluation of LLMs for Legal Clause Generation
Devansh Singh, Sundaraparipurnan Narayanan
Large language models (LLMs) are increasingly used to draft contractual language, yet conventional accuracy or preference-based evaluations are poorly matched to legal drafting. A…
cs.CL2025
Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability
Devansh Singh, Sundaraparipurnan Narayanan
Privacy Masking is a critical concept under data privacy involving anonymization and de-anonymization of personally identifiable information (PII). Privacy masking techniques rely…