Safa Madiouni

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.