I tried some weird Baidu translate apk from a sus website, but it only had Chinese to English.
One of my students is Chinese and their English is very minimal.
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Google assistant does live translation on android phones, but only if you haven't "upgraded" to their AI replacement.
Edit: It's the Google translate app from the Play store then enter the languages and click on "conversation" button at the bottom left.