| | --- |
| | license: cc-by-4.0 |
| | dataset_info: |
| | features: |
| | - name: question-type |
| | dtype: string |
| | - name: description |
| | dtype: string |
| | - name: model-1 |
| | dtype: string |
| | - name: track-1-id |
| | dtype: int64 |
| | - name: track-1-begin |
| | dtype: string |
| | - name: track-1-end |
| | dtype: string |
| | - name: model-2 |
| | dtype: string |
| | - name: track-2-id |
| | dtype: int64 |
| | - name: track-2-begin |
| | dtype: string |
| | - name: track-2-end |
| | dtype: string |
| | - name: answer |
| | dtype: int64 |
| | splits: |
| | - name: train |
| | num_bytes: 2396604 |
| | num_examples: 15600 |
| | download_size: 295100 |
| | dataset_size: 2396604 |
| | configs: |
| | - config_name: default |
| | data_files: |
| | - split: train |
| | path: data/train-* |
| | tags: |
| | - music |
| | size_categories: |
| | - 10K<n<100K |
| | --- |
| | |
| | ``` |
| | from datasets import load_dataset |
| | dataset = load_dataset('disco-eth/AIME-survey') |
| | ``` |
| |
|
| | # AIME Survey: AI Music Evaluation Dataset |
| |
|
| | This survey dataset accompanies the [AIME audio dataset](https://huggingface.co/datasets/disco-eth/AIME). |
| |
|
| | The AIME Survey dataset consists of 15,600 pairwise audio comparisons rated by more than 2,500 human participants regarding the music quality and text-audio alignment of 12 state-of-the-art music generation models (as of July 2024). The comparisons were made between 10 second snippets of the audio tracks. |
| |
|
| | The dataset contains the following fields: |
| |
|
| | - **question-type**: The type of question for the evaluation of the two audio tracks. This can be either 'Text-Audio Alignment' or 'Music Quality' |
| | - **description**: The tag-based music description that was used to generate the tracks. |
| | - **model-1**: The music generation model that generated track-1. |
| | - **track-1-id**: The id for track-1. This corresponds to the id's in the AIME audio dataset. |
| | - **track-1-begin**: The timestamp for the begin of the audio snippet from track-1. |
| | - **track-1-end**: The timestamp for the end of the audio snippet from track-1. |
| | - **model-2**: The music generation model that generated track-2. |
| | - **track-2-id**: The id for track-2. This corresponds to the id's in the AIME audio dataset. |
| | - **track-2-begin**: The timestamp for the begin of the audio snippet from track-2. |
| | - **track-2-end**: The timestamp for the end of the audio snippet from track-2. |
| | - **answer**: Whether the participant preferred the audio snippet from track-1 (answer=1) or track-2 (answer=2). |
| |
|
| | For more information or to cite our work please see [Benchmarking Music Generation Models and Metrics via Human Preference Studies](https://ieeexplore.ieee.org/abstract/document/10887745). |