Create README.md

README.md

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+---
+annotations_creators:
+- crowdsourced
+- machine-generated
+language_creators:
+- crowdsourced
+- machine-generated
+languages:
+- en
+licenses:
+- cc-by-2.0
+- cc-by-2.5
+- cc-by-3.0
+- cc-by-4.0
+- cc-by-sa-2.5
+- cc-by-sa-3.0
+- cc-by-sa-4.0
+multilinguality:
+- monolingual
+pretty_name: People's Speech
+size_categories:
+- 1T<n
+source_datasets:
+- original
+task_categories:
+- automatic-speech-recognition
+task_ids:
+- speech-recognition
+- robust-speech-recognition
+- noisy-speech-recognition
+---
+
+# Dataset Card for People's Speech
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-instances)
+  - [Data Splits](#data-instances)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+
+## Dataset Description
+
+- **Homepage:** https://mlcommons.org/en/peoples-speech/
+- **Repository:** https://github.com/mlcommons/peoples-speech
+- **Paper:** https://arxiv.org/abs/2111.09344
+- **Leaderboard:** [Needs More Information]
+- **Point of Contact:** datasets@mlcommons.org
+
+### Dataset Summary
+
+The People's Speech Dataset is among the world's largest English speech recognition corpus today that is licensed for academic and commercial usage under CC-BY-SA and CC-BY 4.0. It includes 30,000+ hours of transcribed speech in English languages with a diverse set of speakers. This open dataset is large enough to train speech-to-text systems and crucially is available with a permissive license.
+
+### Supported Tasks and Leaderboards
+
+[Needs More Information]
+
+### Languages
+
+English
+
+## Dataset Structure
+
+### Data Instances
+
+{
+    "id": "gov_DOT_uscourts_DOT_scotus_DOT_19-161/gov_DOT_uscourts_DOT_scotus_DOT_19-161_DOT_2020-03-02_DOT_mp3_00002.flac",
+    "audio": {
+        "path": "gov_DOT_uscourts_DOT_scotus_DOT_19-161/gov_DOT_uscourts_DOT_scotus_DOT_19-161_DOT_2020-03-02_DOT_mp3_00002.flac"
+        "array": array([-6.10351562e-05, ...]),
+        "sampling_rate": 16000
+    }
+    "duration_ms": 14490,
+    "text": "contends that the suspension clause requires a [...]"
+}
+
+### Data Fields
+
+{
+    "id": datasets.Value("string"),
+    "audio": datasets.Audio(sampling_rate=16_000),
+    "duration_ms": datasets.Value("int32"),
+    "text": datasets.Value("string"),
+}
+
+### Data Splits
+
+We provide the following configurations for the dataset: `cc-by-clean`, `cc-by-dirty`, `cc-by-sa-clean`, `cc-by-sa-dirty`, and `microset`. We don't provide splits for any of the configurations.
+
+## Dataset Creation
+
+### Curation Rationale
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+#### Who are the source language producers?
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+### Annotations
+
+#### Annotation process
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+#### Who are the annotators?
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+### Personal and Sensitive Information
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+### Discussion of Biases
+
+See our [paper](https://arxiv.org/abs/2111.09344).
+
+### Other Known Limitations
+
+[Needs More Information]
+
+## Additional Information
+
+### Dataset Curators
+
+[Needs More Information]
+
+### Licensing Information
+
+We provide CC-BY and CC-BY-SA subsets of the dataset.
+
+### Citation Information
+
+[Needs More Information]