360 citations · 2.7k across the 150 of their papers we have counts for
4 papers · 1 filter
The Stable Entropy Hypothesis and Entropy-Aware Decoding: An Analysis and Algorithm for Robust Natural Language Generation
Kushal Arora, Timothy J. O'Donnell, Doina Precup +2
State-of-the-art language generation models can degenerate when applied to open-ended generation problems such as text completion, story generation, or dialog modeling. This degene…
Shaping representations through communication: community size effect in artificial learning systems
Olivier Tieleman, Angeliki Lazaridou, Shibl Mourad +2
Motivated by theories of language and communication that explain why communities with large numbers of speakers have, on average, simpler languages with more regularity, we cast th…
Resolving Event Coreference with Supervised Representation Learning and Clustering-Oriented Regularization
Kian Kenyon-Dean, Jackie Chi Kit Cheung, Doina Precup
We present an approach to event coreference resolution by developing a general framework for clustering that uses supervised representation learning. We propose a neural network ar…
Leveraging Lexical Resources for Learning Entity Embeddings in Multi-Relational Data
Teng Long, Ryan Lowe, Jackie Chi Kit Cheung +1
Recent work in learning vector-space embeddings for multi-relational data has focused on combining relational information derived from knowledge bases with distributional informati…