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Duplicate from OvozifyLabs/asr_evaluate_set
Browse filesCo-authored-by: Firdavs Shavqiddinov <Firdavs222@users.noreply.huggingface.co>
- .gitattributes +59 -0
- README.md +75 -0
- data-00000-of-00002.arrow +3 -0
- data-00001-of-00002.arrow +3 -0
- dataset_info.json +29 -0
- state.json +16 -0
.gitattributes
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# Audio files - uncompressed
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# Audio files - compressed
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README.md
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---
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license: apache-2.0
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task_categories:
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- automatic-speech-recognition
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language:
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- uz
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---
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# Speech-to-Text Evaluation Dataset
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## Dataset Overview
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This dataset is designed for evaluating Uzbek speech-to-text (STT) models on real-world conversational speech data. The audio samples were collected from various open Telegram groups, capturing natural voice messages in diverse acoustic conditions and speaking styles.
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### Key Statistics
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- **Total Samples**: 745 audio files
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- **Total Duration**: 1 hour 40 minutes (~100 minutes)
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- **Average Duration**: ~8 seconds per sample
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- **Source**: Voice messages from various open Telegram groups
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- **Transcriptions**: Manually annotated
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## Dataset Structure
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The dataset is saved as a `datasets.Dataset` object in Arrow format, containing the following fields:
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- `name`: Name of audio file
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- `audio`: Audio file data (dict with `array`, and `sampling_rate`)
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- `transcription`: Ground truth text transcription (manually annotated)
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## Loading the Dataset
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### Installation
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To use this dataset, you need to install the Hugging Face `datasets` library:
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```bash
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pip install datasets
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```
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### Basic Loading
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```python
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from datasets import load_dataset
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# Load the dataset from the Arrow files
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dataset = load_dataset("OvozifyLabs/asr_evaluate_set")
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# View dataset information
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print(dataset)
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print(f"Number of samples: {len(dataset)}")
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```
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## Data Characteristics
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### Audio Properties
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- **Source Domain**: Conversational voice messages from Telegram
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- **Variability**: Multiple speakers, diverse acoustic environments
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- **Recording Conditions**: Real-world
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- **Language**: Uzbek
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### Transcription Details
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- **Annotation Method**: Manual transcription
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- **Quality**: Human-verified ground truth labels
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- **Convention**: punctuation removed, lowercased
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## Use Cases
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This dataset is suitable for:
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- Evaluating speech-to-text model performance on conversational speech
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- Benchmarking ASR systems on real-world voice messages
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- Testing model robustness to varied acoustic conditions
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- Comparing different STT models
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data-00000-of-00002.arrow
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version https://git-lfs.github.com/spec/v1
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oid sha256:c83379b77b1ba1cfe58458e7305a11628a831fc8d95d357293f6e16839ecba83
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size 380252560
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data-00001-of-00002.arrow
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version https://git-lfs.github.com/spec/v1
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oid sha256:986885f18da1f39d93a2b6fc965a2c55714c7b2d21f13d25311490325943afdc
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size 387164408
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dataset_info.json
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{
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"citation": "",
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"description": "",
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"_type": "Value"
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},
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"transcript": {
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"dtype": "string",
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"_type": "Value"
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"sampling_rate": {
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"homepage": "",
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"license": ""
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}
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state.json
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