1 code implementation • CONLL 2020 • Noah Weber, Leena Shekhar, Heeyoung Kwon, Niranjan Balasubramanian, Nathanael Chambers
A SLDS is a dynamical system in which the latent dynamics of the system (i. e. how the state vector transforms over time) is controlled by top-level discrete switching variables.
1 code implementation • EMNLP 2018 • Noah Weber, Leena Shekhar, Niranjan Balasubramanian, Nathanael Chambers
This permits the decoder to softly decide what portions of the latent hierarchy to condition on by attending over the value embeddings for a given setting.
2 code implementations • WS 2018 • Noah Weber, Leena Shekhar, Niranjan Balasubramanian
Seq2Seq based neural architectures have become the go-to architecture to apply to sequence to sequence language tasks.
no code implementations • 19 Mar 2018 • Noah Weber, Leena Shekhar, Niranjan Balasubramanian, Kyunghyun Cho
Attention-based neural abstractive summarization systems equipped with copy mechanisms have shown promising results.