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20232026
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cs.CL2026

MERaLiON-GR: Speech Gender Recognition Model for English and SEA Languages

Qiongqiong Wang, Ai Ti Aw, Nancy F. Chen +18

We present MERaLiON-GR, a speech gender recognition system that performs binary classification (female / male) on English and Southeast Asian (SEA) languages. The model finetunes M…

cs.CL2026

Goodness-of-pronunciation without phoneme time alignment

Jeremy H. M. Wong, Nancy F. Chen

In speech evaluation, an Automatic Speech Recognition (ASR) model often computes time boundaries and phoneme posteriors for input features. However, limited data for ASR training h…

cs.CL2025

Incorporating Contextual Paralinguistic Understanding in Large Speech-Language Models

Qiongqiong Wang, Hardik B. Sailor, Jeremy H. M. Wong +6

Current large speech language models (Speech-LLMs) often exhibit limitations in empathetic reasoning, primarily due to the absence of training datasets that integrate both contextu…

cs.CL2025

Beyond Classification: Towards Speech Emotion Reasoning with Multitask AudioLLMs

Wenyu Zhang, Yingxu He, Geyu Lin +9

Audio Large Language Models (AudioLLMs) have achieved strong results in semantic tasks like speech recognition and translation, but remain limited in modeling paralinguistic cues s…

cs.CL2024

MERaLiON-SpeechEncoder: Towards a Speech Foundation Model for Singapore and Beyond

Muhammad Huzaifah, Geyu Lin, Tianchi Liu +8

This technical report describes the MERaLiON-SpeechEncoder, a foundation model designed to support a wide range of downstream speech applications. Developed as part of Singapore's…