8 citations · 32 across the 10 of their papers we have counts for
4 papers · 1 filter
A Simple Recurrent Unit with Reduced Tensor Product Representations
Shuai Tang, Paul Smolensky, Virginia R. de Sa
idely used recurrent units, including Long-short Term Memory (LSTM) and the Gated Recurrent Unit (GRU), perform well on natural language tasks, but their ability to learn structure…
Improving Sentence Representations with Consensus Maximisation
Shuai Tang, Virginia R. de Sa
Consensus maximisation learning can provide self-supervision when different views are available of the same data. The distributional hypothesis provides another form of useful self…
Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning
Shuai Tang, Virginia R. de Sa
The encoder-decoder models for unsupervised sentence representation learning tend to discard the decoder after being trained on a large unlabelled corpus, since only the encoder is…
Multi-view Sentence Representation Learning
Shuai Tang, Virginia R. de Sa
Multi-view learning can provide self-supervision when different views are available of the same data. The distributional hypothesis provides another form of useful self-supervision…