Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction

no code implementations • 13 Dec 2023 • Sang Yun Kwon, Gagan Bhatia, El Moatez Billah Nagoudi, Muhammad Abdul-Mageed

Our best model achieves a new SOTA on Arabic GEC, with $73. 29$ and $73. 26$ F$_{1}$ on the 2014 and 2015 QALB datasets, respectively, compared to peer-reviewed published baselines.

Few-Shot Learning Grammatical Error Correction +1

ChatGPT for Arabic Grammatical Error Correction

no code implementations • 8 Aug 2023 • Sang Yun Kwon, Gagan Bhatia, El Moatez Billah Nagoud, Muhammad Abdul-Mageed

Recently, large language models (LLMs) fine-tuned to follow human instruction have exhibited significant capabilities in various English NLP tasks.

Few-Shot Learning Grammatical Error Correction +1

Zero-Shot Slot and Intent Detection in Low-Resource Languages

no code implementations • 26 Apr 2023 • Sang Yun Kwon, Gagan Bhatia, El Moatez Billah Nagoudi, Alcides Alcoba Inciarte, Muhammad Abdul-Mageed

Intent detection and slot filling are critical tasks in spoken and natural language understanding for task-oriented dialog systems.

Decoder Intent Detection +3