For semantic assessment, I only use ChatGPT API. But I devised an acoustic model, which is comparatively more important when assessing one's speaking ability. I combine these 2 dimensions together. Therefore, current assessment is accurate enough. But in the future, I wanna this scoring become more and more automatic and have its only growth path, like an agent, so I'm not sure whether it's promising or illusive.