Transformers and their Ability to Capture Meaning in Unique Vocabularies
Directed Study for my Master’s in Computer Science, Vector Institute Collaborative Specialization in AI
@ Western University, London, Ontario, Canada
Supervisor:Â Professor Dan Lizotte
Associate Professor, Department of Computer Science, Westen University
Overview
For my Master's directed study, I developed interpretability techniques to assess how Transformers capture the meaning of words from highly unusual and unique vocabularies. These unique vocabularies include:
- Reddit communities (and other social media) that utilize memes, slang, and colloquial terms, which constantly evolve as internet culture shifts over time
- Industries that employ specialized terminologies, with some terms having different meanings outside of those industries.