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The Eloquence team's approach to Task 2 of the 2nd MLC-SLM challenge at Interspeech 2026, which involves multilingual Multiple-Choice Question Answering (MCQA) across 21 languages, is detailed, which involves multilingual Multiple-Choice Question Answering across 21 languages.
Federated learning can enhance SpeechLLM performance while slashing communication costs, paving the way for privacy-preserving ASR in diverse settings.