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T2A-Feedback: Improving Basic Capabilities of Text-to-Audio Generation via Fine-grained AI Feedback

Zehan Wang, Ke Lei, Chen Zhu, Jiawei Huang, Sashuai Zhou, Luping Liu, Xize Cheng, Shengpeng Ji, Zhenhui Ye, Tao Jin, Zhou Zhao

Abstract

Figure 1 : The audio description is from a classic Chinese essay "Kou Ji", which vividly depicts a performer using only vocal mimicry to recreate an entire dramatic scene. The existing Text-to-Audio generation model struggles to generate such narrative and multi-event audios. The generated audio often fails to contain all events in the described sequence while maintaining acoustic quality and harmony.

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Cited by top-tier papers1

  1. MeanAudio: Fast and Faithful Text-to-Audio Generation with Mean FlowsXiquan Li, Junxi Liu, Yuzhe Liang, Zhikang Niu et al.ACL 2026 · 25 citations

Builds on8

  1. Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image GenerationYuval Kirstain, Adam Polyak, Uriel Singer, Shahbuland Matiana et al.NeurIPS 2023 · 1,192 citations
  2. Self-Rewarding Language ModelsWeizhe Yuan, Richard Yuanzhe Pang, Kyunghyun Cho, Xian Li et al.ICML 2024 · 569 citations
  3. BEATs: Audio Pre-Training with Acoustic TokenizersSanyuan Chen, Yu Wu, Chengyi Wang, Shujie Liu et al.ICML 2023 · 568 citations
  4. Masked Autoencoders that ListenPo-Yao Huang, Hu Xu, Juncheng Li, Alexei Baevski et al.NeurIPS 2022 · 524 citations
  5. Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak SupervisionCollin Burns, Pavel Izmailov, Jan Hendrik Kirchner, Bowen Baker et al.ICML 2024 · 443 citations

Related papers

  1. AudioStory: Generating Long-Form Narrative Audio with Large Language ModelsYuxin Guo, Teng Wang, Yuying Ge, Shijie Ma et al.CVPR 2026 · 5 citations
  2. Text-to-Audio Generation using Instruction Guided Latent Diffusion ModelDeepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Soujanya PoriaACM MM 2023 · 90 citations
  3. MM-Narrator: Narrating Long-form Videos with Multimodal In-Context LearningChaoyi Zhang, Kevin Lin, Zhengyuan Yang, Jianfeng Wang et al.CVPR 2024 · 20 citations
  4. MCGA: A Multi-task Classical Chinese Literary Genre Audio CorpusYexing Du, Kaiyuan Liu, Bihe Zhang, Youcheng Pan et al.ACL Findings 2026
  5. Fine-grained Audible Video DescriptionXuyang Shen, Dong Li, Jinxing Zhou, Zhen Qin et al.CVPR 2023
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