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Whisper Large V3 Turbo

Developed by unsloth
Whisper is OpenAI's state-of-the-art automatic speech recognition (ASR) and speech translation model, trained on over 5 million hours of labeled data with strong zero-shot generalization capabilities. The Turbo version is a pruned and fine-tuned variant of the original, reducing decoder layers from 32 to 4, significantly improving speed with a slight quality trade-off.
Downloads 94
Release Time : 5/14/2025

Model Overview

Whisper is a multilingual automatic speech recognition and speech translation system capable of converting speech to text and supporting translation between multiple languages.

Model Features

High-speed Inference
The Turbo version achieves 1.5x faster inference speed by reducing decoder layers
Multilingual Support
Supports speech recognition and translation for over 100 languages
Zero-shot Learning
Demonstrates strong generalization on unseen languages and domains
Timestamp Prediction
Capable of predicting sentence-level and word-level timestamps

Model Capabilities

Speech-to-text
Multilingual speech recognition
Speech translation to English
Timestamp prediction
Long audio processing

Use Cases

Transcription Services
Meeting Minutes
Automatically records meeting content and generates transcripts
Improves meeting efficiency and facilitates future reference
Podcast Transcription
Converts podcast audio content into searchable text
Enhances content accessibility and SEO effectiveness
Translation Services
Real-time Translation
Translates foreign language speech into English text in real-time
Breaks language barriers and promotes international communication
Media Production
Subtitle Generation
Automatically generates subtitles for videos
Saves manual subtitle production time and improves video accessibility
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