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Jack Flann

2 accepted papers

2022

Human Evaluation and Correlation with Automatic Metrics in Consultation Note Generation

ACL 2022long

In recent years, machine learning models have rapidly become better at generating clinical consultation notes; yet, there is little work on how to properly evaluate the generated consultation notes to understand the impact they may have on both the clinician using them and the patient’s clinical saf…

2019

Don't Settle for Average, Go for the Max: Fuzzy Sets and Max-Pooled Word Vectors

ICLR 2019poster

Recent literature suggests that averaged word vectors followed by simple post-processing outperform many deep learning methods on semantic textual similarity tasks. Furthermore, when averaged word vectors are trained supervised on large corpora of paraphrases, they achieve state-of-the-art results o…