Raquel Urtasun

Skip-Thought Vectors

2015 · arXiv (Cornell University)

We describe an approach for unsupervised learning of a generic, distributed sentence encoder. Using the continuity of text from books, we train an encoder-decoder model that tries to reconstruct the surrounding sentences of an encoded …

Efficient Summarization with Read-Again and Copy Mechanism

2016 · arXiv (Cornell University)

Encoder-decoder models have been widely used to solve sequence to sequence prediction tasks. However current approaches suffer from two shortcomings. First, the encoders compute a representation of each word taking into account only the history …