3 papers
cs.CL2020
Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers
Anne Lauscher, Olga Majewska, Leonardo F. R. Ribeiro +3
Following the major success of neural language models (LMs) such as BERT or GPT-2 on a variety of language understanding tasks, recent work focused on injecting (structured) knowle…
cs.CL2019
LIDA: Lightweight Interactive Dialogue Annotator
Edward Collins, Nikolai Rozanov, Bingbing Zhang
Dialogue systems have the potential to change how people interact with machines but are highly dependent on the quality of the data used to train them. It is therefore important to…
cs.CL2018
Evolutionary Data Measures: Understanding the Difficulty of Text Classification Tasks
Edward Collins, Nikolai Rozanov, Bingbing Zhang
Classification tasks are usually analysed and improved through new model architectures or hyperparameter optimisation but the underlying properties of datasets are discovered on an…