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Author

Jordi Luque

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#natural language process... Preprint Sep 2026

Component-Aware Differential Privacy for Federated Multilingual Speech-LLMs

This work empirically diagnose the root cause across six per-layer methods and three speech-LLM architectures and proposes a two-pool allocation that normalises encoder and LLM parameters into independent pools, and shows that joint $\ell_2$ sensitivity and the original $(\varepsilon,\delta)$-DP guarantee are unchanged...

Jordi Luque, Fernando López, Aleix Sant · 0 citations
#natural language process... Preprint Sep 2026

EuroAlpaca: Task-Preserving Localisation of Instruction Data for European Languages

Machine translation (MT) offers a scalable way to extend English instruction-tuning data to multiple languages, but it can distort task-critical constraints and required outputs, creating corrupted training examples and degrading models trained on such data. We introduce EuroAlpaca, a task-preserving localisation pipel...

Aleix Sant, Jordi Luque, Carlos Escolano · 0 citations

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