How to use TTS technology to generate natural-sounding speech
Whether you're planning on publishing an audiobook version of a novel, an educational e-book or guide, or even videos that may require audio translation or a script, it's essential to prioritize natural-sounding speech to guarantee a pleasant listening experience for your audience.
Thankfully, there are several ways you can optimize TTS technology to produce a natural-sounding human voice without spending extensive time or resources.
Let's explore some of these strategies below.
Delve into NLP (natural language processing)
At its core, NLP is about human language. When creating a TTS tool, incorporate NLP to ensure subtleties of human speech are integrated into the speech, including pronunciation, intonation, pacing, and natural pauses.
Incorporate rhythm
Although this is often done subconsciously, humans include natural rhythm while speaking. Include prosodic features in your text-to-speech tools to ensure they produce authentic-sounding narration and replicate real-life conversations.
Rhythm can include variations in pitch and emphasis on specific words or phrases while maintaining a natural speech pace.
Explore deep learning
If you've got some tech experience up your sleeve, consider training your text-to-speech models using datasets of real human audio. Dive into RNNs (recurrent neural networks) and transformer models to train your TTS tool to pick up and replicate the natural elements of human speech, ensuring the final result doesn't sound robotic and has a degree of clarity.
Incorporate variety
Adjust key parameters like pitch, speed, and volume to avoid robotic and monotone speech synthesis and provide a pleasant listening experience. Consult friends or coworkers on which variations and sentences sound better, and keep their opinions in mind for further work.
Likewise, ensure your TTS tool can pick up on context and adjust emotions accordingly. You don't want a sad message to be read in an upbeat tone or an exciting announcement in a muted one.
Allow personalization
Regardless of how good the speech sounds to your ear, remember that your audience may have specific needs. Allow them to adjust parameters like speed and volume and provide customized options, like various accents and different voices.
Consider voice cloning technology
Platforms like ElevenLabs allow you to select a wide range of human voices to synthesize and publish natural narration. If the technical tips mentioned above seem too overwhelming, feel free to refer to AI voice-generation technology to create natural-sounding TTS without delving into the technicalities of machine learning and tool optimization.