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--- |
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license: cc-by-4.0 |
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dataset_info: |
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features: |
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- name: question-type |
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dtype: string |
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- name: description |
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dtype: string |
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- name: model-1 |
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dtype: string |
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- name: track-1-id |
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dtype: int64 |
|
- name: track-1-begin |
|
dtype: string |
|
- name: track-1-end |
|
dtype: string |
|
- name: model-2 |
|
dtype: string |
|
- name: track-2-id |
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dtype: int64 |
|
- name: track-2-begin |
|
dtype: string |
|
- name: track-2-end |
|
dtype: string |
|
- name: answer |
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dtype: int64 |
|
splits: |
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- name: train |
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num_bytes: 2396604 |
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num_examples: 15600 |
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download_size: 295100 |
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dataset_size: 2396604 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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tags: |
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- music |
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size_categories: |
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- 10K<n<100K |
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--- |
|
|
|
``` |
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from datasets import load_dataset |
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dataset = load_dataset('disco-eth/AIME-survey') |
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``` |
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|
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# AIME Survey: AI Music Evaluation Dataset |
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|
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This survey dataset accompanies the [AIME audio dataset](https://huggingface.co/datasets/disco-eth/AIME). |
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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. |
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The dataset contains the following fields: |
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- **question-type**: The type of question for the evaluation of the two audio tracks. This can be either 'Text-Audio Alignment' or 'Music Quality' |
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- **description**: The tag-based music description that was used to generate the tracks. |
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- **model-1**: The music generation model that generated track-1. |
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- **track-1-id**: The id for track-1. This corresponds to the id's in the AIME audio dataset. |
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- **track-1-begin**: The timestamp for the begin of the audio snippet from track-1. |
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- **track-1-end**: The timestamp for the end of the audio snippet from track-1. |
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- **model-2**: The music generation model that generated track-2. |
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- **track-2-id**: The id for track-2. This corresponds to the id's in the AIME audio dataset. |
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- **track-2-begin**: The timestamp for the begin of the audio snippet from track-2. |
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- **track-2-end**: The timestamp for the end of the audio snippet from track-2. |
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- **answer**: Whether the participant preferred the audio snippet from track-1 (answer=1) or track-2 (answer=2). |
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For more information or to cite our work please see [Benchmarking Music Generation Models and Metrics via Human Preference Studies](https://openreview.net/forum?id=105yqGIpVW). |