AudioTime: A Temporally-aligned Audio-text Benchmark Dataset
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Abstract (arXiv)
Recent advancements in audio generation have enabled the creation of high-fidelity audio clips from free-form textual descriptions. However, temporal relationships, a critical feature for audio content, are currently underrepresented in mainstream models, resulting in an imprecise temporal controllability. Specifically, users cannot accurately control the timestamps of sound events using free-form text. We acknowledge that a significant factor is the absence of high-quality, temporally-aligned audio-text datasets, which are essential for training models with temporal control. The more temporally-aligned the annotations, the better the models can understand the precise relationship between audio outputs and temporal textual prompts. Therefore, we present a strongly aligned audio-text dataset, AudioTime. It provides text annotations rich in temporal information such as timestamps, duration, frequency, and ordering, covering almost all aspects of temporal control. Additionally, we offer a comprehensive test set and evaluation metric to assess the temporal control performance of various models. Examples are available on the https://zeyuxie29.github.io/AudioTime/
Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Jul 2024.
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Citing papers per year: 2024: 3; 2025: 5; 2026: 11.
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- 2024Both Ears Wide Open: Towards Language-Driven Spatial Audio Generationcited by 25
- 2025AudioX: A Unified Framework for Anything-to-Audio Generationcited by 25
- 2025FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generationcited by 21
- 2025MMMG: a Comprehensive and Reliable Benchmark for Multitask Multimodal Generationcited by 5
- 2024MambaFoley: Foley Sound Generation using Selective State-Space Modelscited by 3
- 2024RiTTA: Modeling Event Relations in Text-to-Audio Generationcited by 3
- 2025DegDiT: Controllable Audio Generation with Dynamic Event Graph Guided Diffusion Transformercited by 1
- 2025AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?cited by 1
- 2026Towards Fine-grained Temporal Perception: Post-Training Large Audio-Language Models with Audio-Side Time Promptcited by 1
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generationcited by 1
- 2026Membership Inference for Contrastive Pre-training Models with Text-only PII Queriescited by 0
- 2026EvA: An Evidence-First Audio Understanding Paradigm for LALMscited by 0
7 more
- 2026Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Groundingcited by 0
- 2026A Production-Oriented Framework for Evaluation of SFX Generationcited by 0
- 2026Improving Text-to-Audio Instruction Following via Fine-Grained Feedback from Audio-Aware Large Language Modelscited by 0
- 2026An Evaluation Framework for Structured Audio Captions Validated by Controlled Perturbationscited by 0
- 2026AI-Based Sound Effect Generation: A Narrative Review of Generative Models Across Input Modalitiescited by 0
- 2026AudioScape-TTA: A Structured Soundscape Benchmark for Fine-Grained Text-to-Audio Evaluationcited by 0
- 2026What Did the MLLM Hear? Token-Level Spectro-Temporal Grounding for Audio MLLM Explainabilitycited by 0
- 2026What Did the MLLM Hear? Token-Level Spectro-Temporal Grounding for Audio MLLM Explainability11 Sep 2026
- 2026AudioScape-TTA: A Structured Soundscape Benchmark for Fine-Grained Text-to-Audio Evaluation5 Aug 2026
- 2026AI-Based Sound Effect Generation: A Narrative Review of Generative Models Across Input Modalities4 Aug 2026
- 2026An Evaluation Framework for Structured Audio Captions Validated by Controlled Perturbations23 Jul 2026
- 2026Improving Text-to-Audio Instruction Following via Fine-Grained Feedback from Audio-Aware Large Language Models15 Jul 2026
- 2026A Production-Oriented Framework for Evaluation of SFX Generation10 Jul 2026
- 2026Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Grounding5 Jul 2026
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation10 Jun 2026
- 2026Towards Fine-grained Temporal Perception: Post-Training Large Audio-Language Models with Audio-Side Time Prompt15 Apr 2026
- 2026EvA: An Evidence-First Audio Understanding Paradigm for LALMs29 Mar 2026
- 2026Membership Inference for Contrastive Pre-training Models with Text-only PII Queries15 Mar 2026
- 2025AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?22 Sep 2025
7 more
- 2025DegDiT: Controllable Audio Generation with Dynamic Event Graph Guided Diffusion Transformer19 Aug 2025
- 2025FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generation11 Jul 2025
- 2025MMMG: a Comprehensive and Reliable Benchmark for Multitask Multimodal Generation23 May 2025
- 2025AudioX: A Unified Framework for Anything-to-Audio Generation13 Mar 2025
- 2024RiTTA: Modeling Event Relations in Text-to-Audio Generation20 Dec 2024
- 2024Both Ears Wide Open: Towards Language-Driven Spatial Audio Generation14 Oct 2024
- 2024MambaFoley: Foley Sound Generation using Selective State-Space Models13 Sep 2024
- 2024Both Ears Wide Open: Towards Language-Driven Spatial Audio Generationcited by 25
- 2024MambaFoley: Foley Sound Generation using Selective State-Space Modelscited by 3
- 2025DegDiT: Controllable Audio Generation with Dynamic Event Graph Guided Diffusion Transformercited by 1
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generationcited by 1
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation10 Jun 2026
- 2025DegDiT: Controllable Audio Generation with Dynamic Event Graph Guided Diffusion Transformer19 Aug 2025
- 2024Both Ears Wide Open: Towards Language-Driven Spatial Audio Generation14 Oct 2024
- 2024MambaFoley: Foley Sound Generation using Selective State-Space Models13 Sep 2024
- 2025AudioX: A Unified Framework for Anything-to-Audio Generationcited by 25
- 2025FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generationcited by 21
- 2025MMMG: a Comprehensive and Reliable Benchmark for Multitask Multimodal Generationcited by 5
- 2024RiTTA: Modeling Event Relations in Text-to-Audio Generationcited by 3
- 2025AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?cited by 1
- 2026Towards Fine-grained Temporal Perception: Post-Training Large Audio-Language Models with Audio-Side Time Promptcited by 1
- 2026EvA: An Evidence-First Audio Understanding Paradigm for LALMscited by 0
- 2026Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Groundingcited by 0
- 2026A Production-Oriented Framework for Evaluation of SFX Generationcited by 0
- 2026An Evaluation Framework for Structured Audio Captions Validated by Controlled Perturbationscited by 0
- 2026AI-Based Sound Effect Generation: A Narrative Review of Generative Models Across Input Modalitiescited by 0
- 2026AudioScape-TTA: A Structured Soundscape Benchmark for Fine-Grained Text-to-Audio Evaluationcited by 0
- 2026AudioScape-TTA: A Structured Soundscape Benchmark for Fine-Grained Text-to-Audio Evaluation5 Aug 2026
- 2026AI-Based Sound Effect Generation: A Narrative Review of Generative Models Across Input Modalities4 Aug 2026
- 2026An Evaluation Framework for Structured Audio Captions Validated by Controlled Perturbations23 Jul 2026
- 2026A Production-Oriented Framework for Evaluation of SFX Generation10 Jul 2026
- 2026Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Grounding5 Jul 2026
- 2026Towards Fine-grained Temporal Perception: Post-Training Large Audio-Language Models with Audio-Side Time Prompt15 Apr 2026
- 2026EvA: An Evidence-First Audio Understanding Paradigm for LALMs29 Mar 2026
- 2025AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?22 Sep 2025
- 2025FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generation11 Jul 2025
- 2025MMMG: a Comprehensive and Reliable Benchmark for Multitask Multimodal Generation23 May 2025
- 2025AudioX: A Unified Framework for Anything-to-Audio Generation13 Mar 2025
- 2024RiTTA: Modeling Event Relations in Text-to-Audio Generation20 Dec 2024