Audio Captioning

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  1. CARES: A Controlled Synthetic Benchmark of Speaker Reactions to Sound

    Oct 7, 2026Marcel Gibier, Thomas Thebaud, Olivier Boëffard +1Audio UnderstandingAudio Captioning

    Inria, Paris, France · AMIAD, France

  2. SonicCaps: Large-Scale Diverse and Fine-Grained Captioning for Improved Audio-Retrieval

    Sep 2, 2026Zineb Lahrichi, Marc Ferras, Gaël Richard +1Audio CaptioningAudio-Language Models

    Sony CTC, France · LTCI, Telecom Paris, Institut polytechnique de Paris, France

  3. Closing the Verification Loop: Self-Check Captioning for Long-Paragraph Detailed Audio Captioning

    Aug 31, 2026Fengji Ma, Yan Rong, Xu Li +3Audio-Language ModelsAudio Captioning

    The Hong Kong University of Science and Technology (Guangzhou) · Kling Team, Kuaishou Technology

  4. AudioMap: Cloze-and-Choice Reinforcement Learning for Time-Aware Dense Audio Captioning

    Aug 10, 2026Yan Rong, Fengji Ma, Xu Li +3Audio Captioning

    The Hong Kong University of Science and Technology (Guangzhou) · Kling Team, Kuaishou Technology

  5. MMAC: A Massive Multi-dimensional Benchmark for Audio Captioning

    Jul 29, 2026Weijie Wu, Junbo Li, Lin Li +2Audio-Language Model EvaluationAudio Captioning

    School of Informatics, Xiamen University, China · DiDi Global Inc., Beijing, China · School of Electronic Science and Engineering, Xiamen University, China

  6. CARD: Cross-component Audio Representation Distillation for Encoder-Free Audio Captioning

    Jul 6, 2026Ganesh Pavan Kartikeya Bharadwaj Kolluri, Yuchen Zhang, Michael Kampouridis +1Audio Representation LearningAudio-Language Models

    School of Computer Science and Electronic Engineering, University of Essex · Institute for Analytics and Data Science, University of Essex

  7. MOSS-Audio Technical Report

    Jun 1, 2026Chen Yang, Chufan Yu, Hanfu Chen +27Audio UnderstandingAudio-Language Models

  8. COMET: Concept Space Dissection of the Modality Gap in Audio-Text Multimodal Contrastive Embeddings

    May 28, 2026Yonggang Zhu, Liting Gao, Aidong Men +1Audio UnderstandingAudio-Language Models

    School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing 100876, China · Centre for Vision, Speech, and Signal Processing (CVSSP), University of Surrey, GU2 7XH Guildford, U.K.

  9. Locality Matters for Training-Free Audio Token Compression in Audio-Language Models

    May 24, 2026Jiale Luo, Xiaoyu Liang, Haoji HuToken MergingAudio Token Compression

    1Zhejiang University

  10. TAC: Timestamped Audio Captioning

    Feb 17, 2026Sonal Kumar, Prem Seetharaman, Ke Chen +8Audio CaptioningTemporal Audio Grounding

    University of Maryland, College Park, USA · Adobe Research, USA · OpenAI, USA (work done while at Adobe).

  11. Bagpiper: Solving Open-Ended Audio Tasks via Rich Captions

    Feb 5, 2026Jinchuan Tian, Haoran Wang, Bo-Hao Su +14Audio UnderstandingAudio-Language Models

    1Language Technologies Institute, Carnegie Mellon University · 2LY Corporation · 3NVIDIA Research

  12. Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation

    Nov 20, 2025Wei-Cheng Tseng, Xuanru Zhou, Mingyue Huo +3Audio-Language Model EvaluationAudio Representation Learning

    University of Texas at Austin · Tencent AI Lab Seattle · Zhejiang University +1

  13. Aligning Audio Captions with Human Preferences

    Sep 18, 2025Kartik Hegde, Rehana Mahfuz, Yinyi Guo +1Reward ModelingAudio-Language Models

    Qualcomm Technologies, Inc., India · Qualcomm Technologies, Inc., USA