By removing forced alignment requirements and using a unified architecture, OpenPA simplifies pronunciation assessment pipelines while maintaining strong performance across different response types and languages.
OpenPA is a pronunciation assessment system that eliminates the need for forced alignment by using Whisper's attention mechanism to score both individual words and overall utterance quality. It handles both scripted and free-form speech in one model through mixed-transcript adaptation, making it practical for real-world assessment scenarios.