Nathanael Chambers

Event Representations With Tensor-Based Compositions

2018 · Proceedings of the AAAI Conference on Artificial Intelligence

Robust and flexible event representations are important to many core areas in language understanding. Scripts were proposed early on as a way of representing sequences of events for such understanding, and has recently attracted renewed …

A Corpus and Cloze Evaluation for Deeper Understanding of Commonsense Stories

2016

Nasrin Mostafazadeh, Nathanael Chambers, Xiaodong He, Devi Parikh, Dhruv Batra, Lucy Vanderwende, Pushmeet Kohli, James Allen. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. …

CaTeRS: Causal and Temporal Relation Scheme for Semantic Annotation of Event Structures

2016

Learning commonsense causal and temporal relation between events is one of the major steps towards deeper language understanding. This is even more crucial for understanding stories and script learning. A prerequisite for learning scripts is …