Publications

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2020
January
PDF Where New Words Are Born: Distributional Semantic Analysis of Neologisms and Their Semantic Neighborhoods
Maria Ryskina, Ella Rabinovich, Taylor Berg-Kirkpatrick, David R. Mortensen, and Yulia Tsvetkov.
The Third Annual Meeting of the Society for Computation in Linguistics (SCiL).
2019
November
PDF A Deep Factorization of Style and Structure in Fonts
Akshay Srivatsan, Jonathan T. Barron, Dan Klein, and Taylor Berg-Kirkpatrick.
The 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP).
2019
November
PDF Learning Rhyming Constraints using Structured Adversaries.
Harsh Jhamtani, Sanket Vaibhav Mehta, Jaime Carbonell, Taylor Berg-Kirkpatrick.
EMNLP-IJCNLP.
2019
November
PDF A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text
Bohan Li*, Junxian He*, Graham Neubig, Taylor Berg-Kirkpatrick, and Yiming Yang.
The 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP).
2019
July
PDF Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections
Junxian He, Zhisong Zhang, Taylor Berg-Kirkpatrick, and Graham Neubig.
The 57th Annual Meeting of the Association for Computational Linguistics (ACL).
2019
July
PDF Simple and Effective Paraphrastic Similarity from Parallel Translations
John Wieting, Kevin Gimpel, Graham Neubig, and Taylor Berg-Kirkpatrick.
The 57th Annual Meeting of the Association for Computational Linguistics (ACL).
2019
July
PDF Beyond BLEU: Training Neural Machine Translation with Semantic Similarity
John Wieting, Taylor Berg-Kirkpatrick, Kevin Gimpel, and Graham Neubig.
The 57th Annual Meeting of the Association for Computational Linguistics (ACL).
2019
June
PDF An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search
Kartik Goyal, Chris Dyer, and Taylor Berg-Kirkpatrick.
The 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL).
2019
May
PDF Lagging Inference Networks and Posterior Collapse in Variational Autoencoders
Junxian He, Daniel Spokoyny, Graham Neubig, and Taylor Berg-Kirkpatrick.
The Seventh International Conference on Learning Representations (ICLR).
2018
December
PDF Unsupervised Text Style Transfer using Language Models as Discriminators
Zichao Yang, Zhiting Hu, Chris Dyer, Eric P. Xing, and Taylor Berg-Kirkpatrick.
The Thirty-second Conference on Neural Information Processing Systems (NIPS).
2018
December
PDF Speaker-Follower Models for Vision-and-Language Navigation
Daniel Fried, Ronghang Hu, Volkan Cirik, Anna Rohrbach, Jacob Andreas, Louis-Philippe Morency, Taylor Berg-Kirkpatrick, Kate Saenko, Dan Klein, and Trevor Darrell.
The Thirty-second Conference on Neural Information Processing Systems (NIPS).
2018
November
PDF Modeling Online Discourse with Coupled Distributed Topics
Akshay Srivatsan, Zachary Wojtowicz, and Taylor Berg-Kirkpatrick.
The 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP).
2018
November
PDF Learning to Describe Differences Between Pairs of Similar Images
Harsh Jhamtani and Taylor Berg-Kirkpatrick.
The 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP).
2018
November
PDF Unsupervised Learning of Syntactic Structure with Invertible Neural Projections
Junxian He, Graham Neubig, and Taylor Berg-Kirkpatrick.
The 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP).
2018
June
PDF Learning to Generate Move-by-Move Commentary for Chess Games from Large-Scale Social Forum Data
Harsh Jhamtani, Varun Gangal, Eduard Hovy, Graham Neubig, and Taylor Berg-Kirkpatrick.
The 56th Annual Meeting of the Association for Computational Linguistics (ACL).
2018
June
PDF Visual Referring Expression Recognition: What Do Our Systems Actually Learn?
Volkan Cirik, Louis-Philippe Morency, and Taylor Berg-Kirkpatrick.
The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL).
2018
February
PDF A Continuous Relaxation of Beam Search for End-to-end Training of Neural Sequence Models
Kartik Goyal, Graham Neubig, Chris Dyer, and Taylor Berg-Kirkpatrick.
The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI).
2018
February
PDF Using Syntax to Ground Referring Expressions in Natural Images
Volkan Cirik, Taylor Berg-Kirkpatrick, and Louis-Phillipe Morency.
The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI).
2018
February
PDF SPINE - Sparse Interpretable Neural Embeddings
Harsh Jhamtani, Danish Pruthi, Anant Subramanian, Taylor Berg-Kirkpatrick, and Eduard Hovy.
The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI).
2017
August
PDF Improved Variational Autoencoders for Text Modeling using Dilated Convolutions
Zichao Yang, Zhiting Hu, Ruslan Salakhutdinov, and Taylor Berg-Kirkpatrick.
The Thirty-Fourth International Conference on Machine Learning (ICML).
2017
August
PDF Efficient Correlated Topic Modeling with Topic Embedding
Junxian He, Zhiting Hu, Taylor Berg-Kirkpatrick, Ying Huang, and Eric P. Xing.
The 23rd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD).
2017
July
PDF Automatic Compositor Attribution in the First Folio of Shakespeare
Maria Ryskina, Hannah Alpert-Abrams, Dan Garrette, and Taylor Berg-Kirkpatrick.
The 55th annual meeting of the Association for Computational Linguistics (ACL).
2017
July
PDF Differentiable Scheduled Sampling for Credit Assignment
Kartik Goyal, Chris Dyer, and Taylor Berg-Kirkpatrick.
The 55th Annual Meeting of the Association for Computational Linguistics (ACL).
2016
August
PDF Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints
Greg Durrett, Taylor Berg-Kirkpatrick, and Dan Klein.
The 54th Annual Meeting of the Association for Computational Linguistics (ACL).
2016
January
PDF Using Accelerometers to Remotely and Automatically Characterize Behavior in Small Animals
Talisin T. Hammond, Dwight Springthorpe, Rachel E. Walsh, and Taylor Berg-Kirkpatrick.
Journal of Experimental Biology.