v0.6

imputnet/cobaltv0.6Aug 18, 2025by liPatrick

AI Summary

This release introduces new model variants (Gemma3, Qwen3) and significant improvements to audio processing, including noise handling, Hindi language support, and new evaluation benchmarks.

Key Highlights

  • New Gemma3 and Qwen3 model variants alongside base Llama 3.3
  • Improved Hindi language understanding capabilities
  • New <noise> token generation for noisy or non-human audio
  • Enhanced background noise and audio quality robustness
  • Added VoiceBench evaluation suite support

New Features

  • Hindi language understanding improvements
  • New <noise> token generation
  • New Gemma3 and Qwen3 variants
  • VoiceBench evaluation suite support
  • Allow response generation with no user message

Full Release Notes

We're releasing **Ultravox v0.6** today. The [weights](https://huggingface.co/fixie-ai) have been pushed to Hugging Face. If you're using the [Ultravox Realtime APIs](https://docs.ultravox.ai), v0.6 is the new default.

## What's New
* v0.6 improves upon 0.5 in the following ways:
* Improvements on Hindi language understanding.
* Produces <noise> token on noisy or non-human audio. 
* Improved background noise and audio quality robustness in all languages. 
* New gemma3 and qwen3 variants in addition to our base llama 3.3 models.

## Evals
New eval support for [VoiceBench](https://github.com/MatthewCYM/VoiceBench). The benchmark tests speech-language models on 9 different tasks ranging from open-form text generation to question-answering and instruction following. 

## Training
This version of Ultravox continues to use a frozen Llama pre-trained core (3.1 for 8B and 3.3 for 70B), along with new gemma3 27b and qwen3 32b variants.

## What's Changed
Training Stability: Patch HF Hub and Datasets methods and update [datasets.py](http://datasets.py/) by @farzadab #280
General improvement. by @zqhuang211 #281
Ultravox v0.6 + general improvements by @liPatrick #309
Allow response generation with no user message by @matthewclso #310
Add voicebench evaluation suite by @zqhuang211 #312

**Full Changelog**: https://github.com/fixie-ai/ultravox/compare/v0.5...v0.6