Conformer2

Conformer is a cutting-edge AI model designed to transform spoken language into accurate text. This advanced technology is specifically tailored for product and development teams working with AI pipelines. Building upon its predecessor, Conformer has been enhanced through model ensembling and scaling, utilizing over a million hours of audio data and an increased model size. This has led to significant speed improvements, achieving up to 100% faster processing than its predecessor for some audio files. Furthermore, Conformer showcases enhanced performance in real-world scenarios, demonstrating significant improvements in alphanumeric transcription accuracy, proper noun recognition, and resistance to noise.

Highlights

• Enhanced Accuracy: Conformer leverages model ensembling, employing multiple powerful teacher models to generate more robust predictions.
• Extensive Training Data: The model has been trained on over a million hours of audio data, leading to improved overall performance.
• Significant Speed Gains: Conformer boasts notable speed improvements compared to its previous version, with processing times reduced by up to 100% for certain audio files.
• Real-World Improvements: Conformer excels in recognizing alphanumerics, proper nouns, and handling noisy environments, making it ideal for real-world applications.

Key Features

• Model Ensembling: Combines multiple teacher models to generate labels, resulting in a more reliable model for unseen data.
• Extensive Training Data: Trained on over a million hours of English audio data, ensuring a comprehensive understanding of spoken language.
• Optimized Speed: Offers faster processing times compared to its predecessor, making it efficient for various applications.
• Enhanced Noise Robustness: Demonstrates improved performance in noisy environments, enabling accurate transcription even in challenging conditions.