Research Interests
Generalizable Reasoning with LLMs
Using large language models to solve abstract reasoning tasks like the ARC (Abstraction and Reasoning Corpus) benchmark - and, more broadly, understanding what makes a reasoning strategy generalize rather than overfit to one benchmark.
Text Mining & Dialogue Systems
Making text mining and NLU systems robust across data sources - from platform-invariant topic modeling to intent/utterance classification.