This repository contains CLE and ACE audio entailment datasets from Audio Entailment: Assessing Deductive Reasoning for Audio Understanding. The data is provided in a .csv format.
[Dec 24] Audio Entailment is accepted at AAAI 2025
[Nov 24] Data files are released
[Jul 24] Data is under review with a tentative release date of October 2024
The .csv are located under data folder
.
├── ...
├── data
│ ├── CLE # Clotho Entailment
│ ├── ACE # AudioCaps Entailment
└── ...
The original captions and the corresponding audio files for AudioCaps and Clotho can be found here: AudioCaps, Clotho
The metric used is F1 score
| Model | CLE |
|---|---|
| MS CLAP 23 | 0.8336 |
| Pengi-enc | 0.7642 |
| LAION CLAP | 0.7445 |
| MS CLAP 22 | 0.7118 |
The metric used is F1 score
| Model | ACE | CLE | Avg |
|---|---|---|---|
| LAION CLAP | 0.5693 | 0.5161 | 0.5427 |
| Qwen-AC | 0.4975 | 0.4918 | 0.4946 |
| MS CLAP 23 | 0.4656 | 0.5159 | 0.4908 |
| GAMA | 0.4534 | 0.4933 | 0.4734 |
| SALMONN | 0.4515 | 0.4826 | 0.4671 |
| MS CLAP 22 | 0.4332 | 0.4656 | 0.4494 |
| GAMA-IT | 0.3433 | 0.3828 | 0.3631 |
| LTU-AS | 0.3420 | 0.3334 | 0.3377 |
| Qwen-A | 0.3117 | 0.3219 | 0.3168 |
| Pengi-enc | 0.2888 | 0.3039 | 0.2964 |
| Pengi-noenc | 0.2216 | 0.2045 | 0.2131 |
@article{audioentail,
title={Audio Entailment: Assessing Deductive Reasoning for Audio Understanding},
author={Soham Deshmukh and Shuo Han and Hazim Bukhari and Benjamin Elizalde and Hannes Gamper and Rita Singh and Bhiksha Raj},
journal={arXiv preprint arXiv:2407.18062},
year={2024}
}
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This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.
When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.
This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.
This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.