17MB pronunciation scorer beats human experts at phoneme accuracy
Phoneme-level scoring under 17MB beats commercial tools, but unclear if it generalizes beyond English.

Beats humans at pronunciation scoring but doesn't ship product integration yet.
Language learning platforms, ESL tools, pronunciation assessment products
Google Speech-to-Text · Speechly · Papagayo
Phoneme-level scoring under 17MB beats commercial tools, but unclear if it generalizes beyond English.
Beats human experts at phoneme scoring while 70x smaller than SOTA models.
One-word Turing Test game, but lacks depth beyond the novelty of the mechanic itself.
Dual-AI architecture scores your answers silently while you chat, no multiple choice needed.
Early learning project in a crowded eval space dominated by LangSmith and Arize.
Entropy-weighted ensemble beats best individual model by 7+ points on Humanity's Last Exam.