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20242026
most citedRecent Advances in Speech Language Models: A Survey

5 citations · 6 across the 30 of their papers we have counts for

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7 papers · 1 filter

eess.AS2026

Preference Optimization for Non-Verbal Vocalization Synthesis

Haoyang Li, Chenglin Xu, Junchuan Zhao +4

Non-verbal vocalizations (NVs), such as laughter, coughs, and sighs, are essential for expressive TTS, but the effectiveness of preference optimization for NV generation remains po…

eess.AS2026

EmoTra-TTS: Smooth Intra-Utterance Emotion Transitions for Speech Synthesis

Tianchi Liu, Zeyang Song, Tianrui Wang +3

Psychological research on emotion dynamics has established that human affect is a continuous, evolving process: emotions rise, decay, and transition within seconds. Current emotion…

eess.AS2026

One-Step Token-to-Waveform Generation with MeanFlow in Latent Space

Zheqi Dai, Guangyan Zhang, Zhen Ye +5

Neural audio codecs are central to modern LLM-based Text-to-Speech (TTS) and multimodal systems. As low-bitrate semantic codecs gain prominence, the Token-to-Waveform (Token2Wav) d…

eess.AS2026

UniSRM: A Unified Speech Reward Model for Reasoning-Based Fine-grained Assessment

Yuanyuan Wang, Dongchao Yang, Yayue Deng +4

Evaluating speech generation still relies heavily on human judgments, such as Mean Opinion Score (MOS), which are expensive, subjective, and difficult to reproduce at scale. While…

eess.AS2026

SemanticAudio: Audio Generation and Editing in Semantic Space

Zheqi Dai, Guangyan Zhang, Haolin He +5

In recent years, Text-to-Audio Generation has achieved remarkable progress, offering sound creators powerful tools to transform textual inspirations into vivid audio. However, exis…

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…

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…