3 citations · 3 across the 3 of their papers we have counts for
3 papers
Domain Pre-training Impact on Representations
Cesar Gonzalez-Gutierrez, Ariadna Quattoni
This empirical study analyzes the effects of the pre-training corpus on the quality of learned transformer representations. We focus on the representation quality induced solely th…
Analyzing Text Representations by Measuring Task Alignment
Cesar Gonzalez-Gutierrez, Audi Primadhanty, Francesco Cazzaro +1
Textual representations based on pre-trained language models are key, especially in few-shot learning scenarios. What makes a representation good for text classification? Is it due…
Tailoring Word Embeddings for Bilexical Predictions: An Experimental Comparison
Pranava Swaroop Madhyastha, Xavier Carreras, Ariadna Quattoni
We investigate the problem of inducing word embeddings that are tailored for a particular bilexical relation. Our learning algorithm takes an existing lexical vector space and comp…