Taylor Berg-Kirkpatrick
4 papers in the PaperMetrix corpus
Papers by this author
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A Continuous Relaxation of Beam Search for End-to-End Training of Neural Sequence Models
2018 · Proceedings of the AAAI Conference on Artificial Intelligence
Beam search is a desirable choice of test-time decoding algorithm for neural sequence models because it potentially avoids search errors made by simpler greedy methods. However, typical cross entropy training procedures for these models do …
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Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks
2022
The wide adoption and application of Masked language models (MLMs) on sensitive data (from legal to medical) necessitates a thorough quantitative investigation into their privacy vulnerabilities. Prior attempts at measuring leakage of MLMs via membership …
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Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints
2016
We present a discriminative model for single-document summarization that integrally combines compression and anaphoricity constraints.
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A Probabilistic Formulation of Unsupervised Text Style Transfer
2020 · arXiv (Cornell University)
We present a deep generative model for unsupervised text style transfer that unifies previously proposed non-generative techniques. Our probabilistic approach models non-parallel data from two domains as a partially observed parallel corpus. By hypothesizing a …