2 papers
cs.CL2022
Using Paraphrases to Study Properties of Contextual Embeddings
Laura Burdick, Jonathan K. Kummerfeld, Rada Mihalcea
We use paraphrases as a unique source of data to analyze contextualized embeddings, with a particular focus on BERT. Because paraphrases naturally encode consistent word and phrase…
cs.CL2020
Analyzing the Surprising Variability in Word Embedding Stability Across Languages
Laura Burdick, Jonathan K. Kummerfeld, Rada Mihalcea
Word embeddings are powerful representations that form the foundation of many natural language processing architectures, both in English and in other languages. To gain further ins…