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Romanian Language
arXiv (Cornell University)
Privacy Preserving In-Context-Learning Framework for Large Language Models
2025
Large language models (LLMs) have significantly transformed natural language understanding and generation, but they raise privacy concerns due to potential exposure of sensitive information. Studies have highlighted the risk of information leakage, where adve…
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Romanian Language

Eastern Romance language

Romanian (obsolete spelling: Roumanian ; autonym: limba română [ˈlimba roˈmɨnə] , or românește , lit. 'in Romanian') is the official and main language of Romania and Moldova. Romanian is part of the Eastern Romance sub-branch of Romance languages, a linguistic group that evolved from several dialects of Vulgar Latin which separated from the Western Romance languages in the course of the period from the 5th to the 8th centuries. To distinguish it within the Eastern Romance languages, in comparative linguistics it is called Daco-Romanian as opposed to its closest relatives, Aromanian, Megleno- Romanian, and Istro-Romanian.

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arXiv (Cornell University)
Privacy Preserving In-Context-Learning Framework for Large Language Models
2025
Large language models (LLMs) have significantly transformed natural language understanding and generation, but they raise privacy concerns due to potential exposure of sensitive information. Studies have highlighted the risk of information leakage, where adversaries can extract sensitive information embedded in the prompts. In this work, we introduce a novel private prediction framework for generating high-quality synthetic text with strong privacy guarantees. Our approach leverages the Differential Privacy (DP) f…
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