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20242026
most citedRecent Advances in Speech Language Models: A Survey

5 citations · 6 across the 12 of their papers we have counts for

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6 papers · 1 filter

cs.CL2025★ 1 cited

Empathy Omni: Enabling Empathetic Speech Response Generation through Large Language Models

Haoyu Wang, Guangyan Zhang, Jiale Chen +3

With the development of speech large language models (speech LLMs), users can now interact directly with assistants via speech. However, most existing models only convert response…

cs.SD2025

AudioRole: An Audio Dataset for Character Role-Playing in Large Language Models

Wenyu Li, Xiaoqi Jiao, Yi Chang +2

The creation of high-quality multimodal datasets remains fundamental for advancing role-playing capabilities in large language models (LLMs). While existing works predominantly foc…

eess.AS2025

MSR-Codec: A Low-Bitrate Multi-Stream Residual Codec for High-Fidelity Speech Generation with Information Disentanglement

Jingyu Li, Guangyan Zhang, Zhen Ye +1

Audio codecs are a critical component of modern speech generation systems. This paper introduces a low-bitrate, multi-scale residual codec that encodes speech into four distinct st…

cs.CL2025

Entropy-based Coarse and Compressed Semantic Speech Representation Learning

Jialong Zuo, Guangyan Zhang, Minghui Fang +5

Discrete speech representation learning has recently attracted increasing interest in both acoustic and semantic modeling. Existing approaches typically encode 16 kHz waveforms int…

eess.AS2025

SpeechAccentLLM: A Unified Framework for Foreign Accent Conversion and Text to Speech

Zhuangfei Cheng, Guangyan Zhang, Zehai Tu +6

Foreign accent conversion (FAC) in speech processing remains a challenging task. Building on the remarkable success of large language models (LLMs) in Text-to-Speech (TTS) tasks, t…

cs.SD2025

Enhancing Expressive Voice Conversion with Discrete Pitch-Conditioned Flow Matching Model

Jialong Zuo, Shengpeng Ji, Minghui Fang +8

This paper introduces PFlow-VC, a conditional flow matching voice conversion model that leverages fine-grained discrete pitch tokens and target speaker prompt information for expre…