1 code implementation • 19 Nov 2022 • Marina Speranskaya, Sameh Methias, Benjamin Roth
We propose to use reinforcement learning to inform transformer-based contextualized link prediction models by providing paths that are most useful for predicting the correct answer.
1 code implementation • ACL (RepL4NLP) 2021 • Anastasiia Sedova, Andreas Stephan, Marina Speranskaya, Benjamin Roth
Strategies for improving the training and prediction quality of weakly supervised machine learning models vary in how much they are tailored to a specific task or integrated with a specific model architecture.
1 code implementation • AKBC 2020 • Marina Speranskaya, Martin Schmitt, Benjamin Roth
We randomly remove some of these correct answers from the data set, simulating the realistic scenario of real-world entities missing from a KB.