activity
20242026
most citedCan LLMs "Reason" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation

2 citations · 2 across the 3 of their papers we have counts for

collaborators

7 papers

eess.AS2026

High-Fidelity Song Generation with Joint Discrete and Continuous Modeling

Zheqi Dai, Zhiyue Wu, Ruibin Yuan +5

Generating a full song from lyrics and a style description requires long-range musical planning without sacrificing vocal and instrumental detail. Low-rate discrete semantic tokens…

eess.AS2026

HMU-Bench: Hierarchical Music Understanding Benchmark for Omni Models

Zheqi Dai, Boyang Wang, Zhiyue Wu +6

Music-understanding benchmarks should identify both the evidence available to a model and the operations a correct answer requires. We introduce HMU-Bench, a bilingual benchmark wi…

cs.SD2026

StepAudio 3 Realtime Technical Report

Bin Lin, Bo Zhao, Boyang Zhang +87

Realtime spoken interaction demands deep reasoning, prompt responses, and fluid turn-taking. We present StepAudio 3 Realtime, an audio-language foundation model organized around a…

eess.AS2026

StepAudio 3 Music Technical Report

Chengli Feng, Zhiyue Wu, Jiahao Song +10

We introduce StepAudio 3 Music, a large-scale, long-form music generation model that supports explicit musical planning and open-domain text-controlled generation. The StepAudio Mu…

eess.AS2026

StepAudio 2.5 Technical Report

Bin Lin, Bo Zhao, Boyong Wu +98

Unified audio-language modeling has emerged as a prominent trend in modern speech systems, promising to bring the reasoning capabilities of large language models to auditory tasks.…

cs.SD2025

AudioCodecBench: A Comprehensive Benchmark for Audio Codec Evaluation

Lu Wang, Hao Chen, Siyu Wu +5

Multimodal Large Language Models (MLLMs) have been widely applied in speech and music. This tendency has led to a focus on audio tokenization for Large Models (LMs). Unlike semanti…

cs.SD2024★ 2 cited

Can LLMs "Reason" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation

Ziya Zhou, Yuhang Wu, Zhiyue Wu +7

Symbolic Music, akin to language, can be encoded in discrete symbols. Recent research has extended the application of large language models (LLMs) such as GPT-4 and Llama2 to the s…