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Guanrou Yang

4 accepted papers

2025

Enhancing Low-Resource ASR through Versatile TTS: Bridging the Data Gap

ICASSP 2025accepted

While automatic speech recognition (ASR) systems have achieved remarkable performance with large-scale datasets, their efficacy remains inadequate in low-resource settings, encompassing dialects, accents, minority languages, and long-tail hotwords, domains with significant practical relevance. With…

Cited by 0SourceScholar
2025

MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix

NeurIPS 2025poster

We introduce MMAR, a new benchmark designed to evaluate the deep reasoning capabilities of Audio-Language Models (ALMs) across massive multi-disciplinary tasks. MMAR comprises 1,000 meticulously curated audio-question-answer triplets, collected from real-world internet videos and refined through ite…

Cited by 0SourcecodeScholar
2025

Speech Recognition Meets Large Language Model: Benchmarking, Models, and Exploration

AAAI 2025technical

In this paper, we focus on prompting one of the most important tasks in the field of speech processing, i.e., automatic speech recognition (ASR), with speech foundation encoders and large language models (LLM). Despite the growing body of research in this area, we find that many crucial design decis…

2025

Word-Level Emotional Expression Control in Zero-Shot Text-to-Speech Synthesis

NeurIPS 2025spotlight

While emotional text-to-speech (TTS) has made significant progress, most existing research remains limited to utterance-level emotional expression and fails to support word-level control. Achieving word-level expressive control poses fundamental challenges, primarily due to the complexity of modelin…

Cited by 0SourceScholar