1 code implementation • 15 Oct 2023 • Tianxiao Shen, Hao Peng, Ruoqi Shen, Yao Fu, Zaid Harchaoui, Yejin Choi
Language models have become the backbone of today's AI systems.
no code implementations • 31 Oct 2022 • Sean Welleck, Ximing Lu, Peter West, Faeze Brahman, Tianxiao Shen, Daniel Khashabi, Yejin Choi
Sequence generation applications require satisfying semantic constraints, such as ensuring that programs are correct, using certain keywords, or avoiding undesirable content.
1 code implementation • ICLR 2022 • Yilun Xu, Hao He, Tianxiao Shen, Tommi Jaakkola
We propose to identify directions invariant to a given classifier so that these directions can be controlled in tasks such as style transfer.
no code implementations • 29 Sep 2021 • Tianxiao Shen, Regina Barzilay, Tommi S. Jaakkola
Existing methods for style transfer operate either with paired sentences or distributionally matched corpora which differ only in the desired style.
1 code implementation • EMNLP 2020 • Tianxiao Shen, Victor Quach, Regina Barzilay, Tommi Jaakkola
We propose Blank Language Model (BLM), a model that generates sequences by dynamically creating and filling in blanks.
no code implementations • 21 Oct 2019 • Benson Chen, Tianxiao Shen, Tommi S. Jaakkola, Regina Barzilay
We propose a new model for making generalizable and diverse retrosynthetic reaction predictions.
no code implementations • 25 Sep 2019 • Tianxiao Shen, Jonas Mueller, Regina Barzilay, Tommi Jaakkola
Neural language models have recently shown impressive gains in unconditional text generation, but controllable generation and manipulation of text remain challenging.
3 code implementations • ICML 2020 • Tianxiao Shen, Jonas Mueller, Regina Barzilay, Tommi Jaakkola
We prove that this simple modification guides the latent space geometry of the resulting model by encouraging the encoder to map similar texts to similar latent representations.
no code implementations • ICLR 2019 • Tianxiao Shen, Myle Ott, Michael Auli, Marc’Aurelio Ranzato
There are many ways to translate a sentence into another language.
1 code implementation • 20 Feb 2019 • Tianxiao Shen, Myle Ott, Michael Auli, Marc'Aurelio Ranzato
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
12 code implementations • NeurIPS 2017 • Tianxiao Shen, Tao Lei, Regina Barzilay, Tommi Jaakkola
We demonstrate the effectiveness of this cross-alignment method on three tasks: sentiment modification, decipherment of word substitution ciphers, and recovery of word order.
Ranked #7 on Text Style Transfer on Yelp Review Dataset (Small)