2 papers
cs.CL2023
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…
cs.CL2022
Analyzing Text Representations under Tight Annotation Budgets: Measuring Structural Alignment
César González-Gutiérrez, Audi Primadhanty, Francesco Cazzaro +1
Annotating large collections of textual data can be time consuming and expensive. That is why the ability to train models with limited annotation budgets is of great importance. In…