summarization, generation, transformers, long-context models, noisy user generated text, medical coding, deep learning
2016 – Present
machine learning, approximate inference, unsupervised learning, decomposition techniques, nonparametrics, global optimization, low-resource learning, approximation-aware learning.
2009 – Present
natural language processing, grammar induction, dependency parsing, semantic parsing, knowledge base population, coreference resolution, topic modeling, computational semantics, summarization, natural language generation
2009 – Present