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Mingchen Shao

2 accepted papers

2026

SUMMARY ON THE MULTILINGUAL CONVERSATIONAL SPEECH LANGUAGE MODEL CHALLENGE: DATASETS, TASKS, BASELINES, AND METHODS

ICASSP 2026poster

This paper summarizes the Interspeech2025 Multilingual Conversational Speech Language Model (MLC-SLM) challenge, which aims to advance the exploration of building effective multilingual conversational speech LLMs (SLLMs). We provide a detailed description of the task settings for the MLC-SLM challen…

Cited by 0SourcePDFScholar
2026

TOWARDS BUILDING SPEECH LARGE LANGUAGE MODELS FOR MULTITASK UNDERSTANDING IN LOW-RESOURCE LANGUAGES

ICASSP 2026poster

Speech large language models (SLLMs) built on speech encoders, adapters, and LLMs demonstrate remarkable multitask understanding performance in high-resource languages such as English and Chinese. However, their effectiveness substantially degrades in low-resource languages such as Thai. This limita…

Cited by 0SourcePDFScholar