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Download README.md from humyn-labs/LATAM-High-Fidelity-ASR: direct link, hf CLI and curl.
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metadata
dataset_info:
features:
- name: language
dtype: string
- name: file_name
dtype: string
- name: audio
dtype:
audio:
sampling_rate: 16000
- name: transcript_json
dtype: string
- name: type
dtype: string
splits:
- name: train
num_bytes: 1393845879
num_examples: 28
download_size: 1011490115
dataset_size: 1393845879
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
language:
- es
- pt
tags:
- conversational_speech
- multi-speaker
- ASR
- LATAM-languages
size_categories:
- n<1K
license: cc-by-4.0
task_categories:
- automatic-speech-recognition
Dataset Overview
This dataset contains high-quality conversational audio samples curated for Automatic Speech Recognition tasks in Spanish variants and Portugese.
The dataset includes:
- Paired audio + transcripts
- Natural, non-scripted conversational speech
- Single Speaker & Dual-speaker interactions
Audio Specifications
- Sampling Rate: 16 kHz – 24 kHz
- Bit Depth: 16-bit
- Audio Type: Non-scripted conversational speech
Supported Languages
| Language |
|---|
| Spanish- Peru |
| Spanish- Venezuela |
| Spanish- Argentina |
| Portugese (Brazil) |
Speaker Representation
- Natural, spontaneous dialogue
- Balanced gender representation
Dataset Creation Methodology
Data Collection
Speech data was collected from native speakers across diverse regions:
- Spanish – Peru: Urban and semi-urban communities with regional dialect coverage.
- Spanish – Venezuela: Metro and non-metro regions reflecting standard and colloquial usage.
- Spanish – Argentina: Cross-regional accent variation, including voseo and phonetic nuances.
- Portuguese – Brazil: Cross-regional accents with a balance of formal and informal speech.
This ensured:
- Accent diversity
- Natural conversational flow
- Real-world dialogue patterns
Recording Setup
Non-scripted, dual-speaker conversations
Duration: 10–30 minutes per recording
Topics include:
- Business
- Finance
- Politics
- Everyday life discussions
- Social topics
Transcription Process
- Manual transcription by native speakers
- Reviewed for linguistic accuracy
- Preserves:
- Conversational fillers
- Natural pauses
Dataset Intended Purpose
Intended Uses
This dataset is designed for:
- Training and fine-tuning Automatic Speech Recognition models
- Conversational ASR benchmarking
- Speaker turn detection and interruption modeling
- Informal speech modeling
- Conversational AI research
- Academic and open-source research
Out-of-Scope Uses
This dataset is not intended for:
- Safety-critical or real-time production systems without additional validation
- Commercial deployment without proper attribution and compliance with CC BY 4.0
- Medical, clinical, legal, or diagnostic applications
License
This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.
📬 Contact
For dataset-related queries, please contact: [support@humynlabs.ai]