Automatic Error Correction for L2 English Writers
Developing robust NLP models that understand the nuanced grammatical and lexical challenges faced by non-native speakers, providing context-aware corrections rather than surface-level fixes.
Researcher at the crossroads of linguistics and technology.
Currently at Northwestern University, advancing language technologies for non-native English speakers.
Investigating the intersection of human language processing and computational models.
Developing robust NLP models that understand the nuanced grammatical and lexical challenges faced by non-native speakers, providing context-aware corrections rather than surface-level fixes.
An acoustic analysis of intonation and rhythm in bilingual populations, exploring how heritage speakers navigate the prosodic systems of their two languages.
Cross-lingual evaluation of sentiment analysis architectures, focusing on low-resource languages and dialectal variations within global language families.
A few moments, places, and observations collected along the way.





Applying for PhD programs for the 2027–2028 academic year. My full academic history, publications, and research experience are available for review.
Always open to discussing linguistics, language technology, and potential research collaborations.
joyce.huang@northwestern.edu