Author

Safa Madiouni

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Preprint 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 efficiency score.

Wajdi Ben Saad, Safa Madiouni · 0 citations