Ivan Montero

Publications3
h-index2
Citations20
Highly Influential Citations4
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Plug and Play Autoencoders for Conditional Text Generation
TLDR
Evaluations on style transfer tasks both with and without sequence-to-sequence supervision show that the proposed plug and play Emb2Emb method performs better than or comparable to strong baselines while being up to four times faster.
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Sentence Bottleneck Autoencoders from Transformer Language Models
TLDR
The construction of a sentence-level autoencoder from a pretrained, frozen transformer language model that achieves better quality than previous methods that extract representations from pretrained transformers on text similarity tasks, style transfer, and single-sentence classification tasks in the GLUE benchmark, while using fewer parameters than large pretrained models.
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Pivot Through English: Reliably Answering Multilingual Questions without Document Retrieval
TLDR
Circumventing retrieval, this approach offers rapid answer generation to almost any language off-the-shelf, without the need for any additional training data in the target language.
View PDF on arXiv