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Safa Madiouni

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#artificial intelligence Preprint Sep 2026

Discovering Translation-Worthy Languages with E-Values

A language-level router based on paired e-processes that continuously compares direct and translation-assisted classification before freezing a routing policy is introduced, demonstrating that paired e-processes enable statistically controlled, anytime-valid, and auditable multilingual classification routing.

Wajdi Ben Saad, Safa Madiouni · 0 citations
Conference Open access Aug 2026

A Cost-Efficient Routing Pipeline for Multilingual Short-Text Classification Using Small Language Models

This work evaluates a fixed-list routing strategy that keeps stronger languages on a direct multilingual path and selectively sends weaker languages through translation into English before zero-shot classification, and reports routing through tier-level quality gains and tier-level latency rather than a single global e...

Wajdi Ben Saad, Safa Madiouni · 1 citation

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