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20242026
most citedTowards audio language modeling -- an overview

6 citations · 7 across the 13 of their papers we have counts for

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cs.CL2024

Building a Taiwanese Mandarin Spoken Language Model: A First Attempt

Chih-Kai Yang, Yu-Kuan Fu, Chen-An Li +18

This technical report presents our initial attempt to build a spoken large language model (LLM) for Taiwanese Mandarin, specifically tailored to enable real-time, speech-to-speech…

cs.CL2024

Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks

Chien-yu Huang, Wei-Chih Chen, Shu-wen Yang +77

Multimodal foundation models, such as Gemini and ChatGPT, have revolutionized human-machine interactions by seamlessly integrating various forms of data. Developing a universal spo…

eess.AS2024

Codec-SUPERB @ SLT 2024: A lightweight benchmark for neural audio codec models

Haibin Wu, Xuanjun Chen, Yi-Cheng Lin +13

Neural audio codec models are becoming increasingly important as they serve as tokenizers for audio, enabling efficient transmission or facilitating speech language modeling. The i…

cs.SD2024

DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset

Jiawei Du, I-Ming Lin, I-Hsiang Chiu +6

Mainstream zero-shot TTS production systems like Voicebox and Seed-TTS achieve human parity speech by leveraging Flow-matching and Diffusion models, respectively. Unfortunately, hu…

eess.AS2024

Leveraging Joint Spectral and Spatial Learning with MAMBA for Multichannel Speech Enhancement

Wenze Ren, Haibin Wu, Yi-Cheng Lin +7

In multichannel speech enhancement, effectively capturing spatial and spectral information across different microphones is crucial for noise reduction. Traditional methods, such as…

eess.AS2024★ 6 cited

Towards audio language modeling -- an overview

Haibin Wu, Xuanjun Chen, Yi-Cheng Lin +4

Neural audio codecs are initially introduced to compress audio data into compact codes to reduce transmission latency. Researchers recently discovered the potential of codecs as su…

eess.AS2024

Codec-SUPERB: An In-Depth Analysis of Sound Codec Models

Haibin Wu, Ho-Lam Chung, Yi-Cheng Lin +7

The sound codec's dual roles in minimizing data transmission latency and serving as tokenizers underscore its critical importance. Recent years have witnessed significant developme…