no code implementations • BioNLP (ACL) 2022 • Zach Wood-Doughty, Isabel Cachola, Mark Dredze
We propose to use knowledge distillation, or training a student model that mimics the behavior of a trained teacher model, as a technique to generate faithful and plausible explanations.
1 code implementation • 16 Apr 2021 • Zach Wood-Doughty, Isabel Cachola, Mark Dredze
Machine learning models that offer excellent predictive performance often lack the interpretability necessary to support integrated human machine decision-making.
2 code implementations • Findings of the Association for Computational Linguistics 2020 • Isabel Cachola, Kyle Lo, Arman Cohan, Daniel S. Weld
We introduce TLDR generation, a new form of extreme summarization, for scientific papers.
1 code implementation • ACL 2021 • Kelvin Luu, Xinyi Wu, Rik Koncel-Kedziorski, Kyle Lo, Isabel Cachola, Noah A. Smith
We address the task of explaining relationships between two scientific documents using natural language text.
no code implementations • EMNLP 2018 • Eric Holgate, Isabel Cachola, Daniel Preo{\c{t}}iuc-Pietro, Junyi Jessy Li
Vulgar words are employed in language use for several different functions, ranging from expressing aggression to signaling group identity or the informality of the communication.
1 code implementation • COLING 2018 • Isabel Cachola, Eric Holgate, Daniel Preo{\c{t}}iuc-Pietro, Junyi Jessy Li
Vulgarity is a common linguistic expression and is used to perform several linguistic functions.