Create README.md
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README.md
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---
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license: apache-2.0
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dataset_info:
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features:
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- name: hypothesis
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sequence: string
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- name: transcription
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dtype: string
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- name: input1
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dtype: string
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- name: hypothesis_concatenated
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dtype: string
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- name: source
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dtype: string
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- name: id
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dtype: string
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- name: dummy_str
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dtype: string
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- name: dummy_list
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sequence: 'null'
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- name: prompt
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dtype: string
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splits:
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- name: train
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num_bytes: 469086507
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num_examples: 286366
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- name: test
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num_bytes: 24103011
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num_examples: 18237
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download_size: 125101353
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dataset_size: 493189518
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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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- split: test
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path: data/test-*
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---
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# Dataset Name: Pilot dataset for Multi-domain ASR corrections
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<p align="center"> <img src="hypilot.jpg" height ="100"> </p>
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## Description
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This dataset is a pilot version of a larger dataset for automatic speech recognition (ASR) corrections across multiple domains.
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It contains paired hypotheses and corrected transcriptions for various ASR tasks consolidated from [PeacefulData/HyPoradise-v0](https://huggingface.co/datasets/PeacefulData/HyPoradise-v0)
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## Structure
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### Data Split
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The dataset is divided into training and test splits:
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- Training Data: 281,082 entries
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- Approximately 6,255,198 tokens for transcriptions
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- Approximately 31,211,083 tokens for concatenated hypotheses
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- Test Data: 16,108 entries
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- Approximately 327,750 tokens for transcriptions
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- Approximately 1,629,093 tokens for concatenated hypotheses
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### Columns
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- `hypothesis`: N-best hypothesis from beam search.
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- `transcription`: Corrected asr transcription.
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- `hypothesis_concatenated`: An alternative version of the text output.
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- `source`: The source of the text entry, indicating the origin dataset.
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- `prompt`: Instructional prompt for correction task
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- `score`: An acoustic model score (not all entries have this).
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### Source Datasets
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The dataset combines entries from various sources:
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- **Training Sources**:
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- `train_td3`: 50,000 entries
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- `train_other_500`: 50,000 entries
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- `train_cv`: 47,293 entries
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- `train_lrs2`: 42,940 entries
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- `train_wsj_score`: 37,514 entries
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- `train_swbd`: 36,539 entries
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- `train_chime4`: 9,600 entries
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- `train_atis`: 3,964 entries
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- `train_coraal`: 3,232 entries
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- **Test Sources**:
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- `test_ls_other`: 2,939 entries
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- `test_ls_clean`: 2,620 entries
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- `test_lrs2`: 2,259 entries
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- `test_swbd`: 2,000 entries
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- `test_cv`: 2,000 entries
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- `test_chime4`: 1,320 entries
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- `test_td3`: 1,155 entries
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- `test_wsj_score`: 836 entries
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- `test_atis`: 809 entries
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- `test_coraal`: 170 entries
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## Access
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The dataset can be accessed and downloaded through the HuggingFace Datasets library. Use the following command to load the dataset:
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```python
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from datasets import load_dataset
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dataset = load_dataset("PeacefulData/HyPoradise-pilot")
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```
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## Acknowledgments
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This dataset is consolidated from the PeacefulData/HyPoradise-v0 dataset. Thanks to the original creators for making this data available.
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### References
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```bib
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@inproceedings{yang2023generative,
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title={Generative speech recognition error correction with large language models and task-activating prompting},
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author={Yang, Chao-Han Huck and Gu, Yile and Liu, Yi-Chieh and Ghosh, Shalini and Bulyko, Ivan and Stolcke, Andreas},
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booktitle={2023 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)},
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pages={1--8},
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year={2023},
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organization={IEEE}
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}
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```
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```bib
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@inproceedings{chen2023hyporadise,
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title={HyPoradise: An Open Baseline for Generative Speech Recognition with Large Language Models},
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author={CHEN, CHEN and Hu, Yuchen and Yang, Chao-Han Huck and Siniscalchi, Sabato Marco and Chen, Pin-Yu and Chng, Ensiong},
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booktitle={Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
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year={2023}
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}
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```
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