Preprints

• Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks
  Fatemehsadat Mireshghallah, Kartik Goyal, Archit Unyal, Taylor Berg-Kirkpatrick, Reza Shokri.
  2022.
  [paper]

  [bibtex] @article{mireshghallah2022quantifying, title={Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks}, author={Mireshghallah, Fatemehsadat and Goyal, Kartik and Uniyal, Archit and Berg-Kirkpatrick, Taylor and Shokri, Reza}, journal={arXiv preprint arXiv:2203.03929}, year={2022} }

Peer reviewed publications

• Mix and Match: Learning-free Controllable Text Generation using Energy Language Models
  Fatemehsadat Mireshghallah, Kartik Goyal, Taylor Berg-Kirkpatrick.
  ACL. 2022.
  [paper]

  [bibtex] @article{mireshghallah2022mix, title={Mix and Match: Learning-free Controllable Text Generation using Energy Language Models}, author={Mireshghallah, Fatemehsadat and Goyal, Kartik and Berg-Kirkpatrick, Taylor}, booktitle={Proceedings of 2022 Annual Conference of the Association for Computational Linguistics, {ACL} 2022}, year={2022}, url={https://arxiv.org/abs/2203.13299} }

• Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis–Hastings
  Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick.
  ICLR. 2022.
  [paper]

  [bibtex] @article{goyal2021exposing, title={Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis--Hastings}, author={Goyal, Kartik and Dyer, Chris and Berg-Kirkpatrick, Taylor}, booktitle={10th International Conference on Learning Representations, {ICLR} 2022}, year={2022}, url={https://openreview.net/forum?id=6PvWo1kEvlT} }

• A Probabilistic Generative Model for Typographical Analysis of Early Modern Printing
  Kartik Goyal, Chris Dyer, Christopher Warren, Max G'Sell, Taylor Berg-Kirkpatrick.
  ACL. 2020.
  [paper]

  [bibtex] @inproceedings{goyal2019global,
  author = {Goyal, Kartik and Dyer, Chris and Warren, Christopher and G'Sell, Max and Berg-Kirkpatrick, Taylor},
  title = {A Probabilistic Generative Model for Typographical Analysis of Early Modern Printing},
  booktitle = {Proceedings of 2020 Annual Conference of the Association for Computational Linguistics},
  year = {2020} }

• An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search
  Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick.
  NAACL. 2019.
  [paper]

  [bibtex] @inproceedings{goyal2019global,
  author = {Goyal, Kartik and Dyer, Chris and Berg-Kirkpatrick, Taylor},
  title = {An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search},
  booktitle = {Proceedings of 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  year = {2019} }

• A Continuous Relaxation of Beam Search for End-to-end Training of Neural Sequence Models
  Kartik Goyal, Graham Neubig, Chris Dyer, Taylor Berg-Kirkpatrick.
  AAAI. 2018.
  [paper]

  [bibtex] @inproceedings{goyal2018beam,
  author = {Goyal, Kartik and Neubig, Graham and Dyer, Chris and Berg-Kirkpatrick, Taylor},
  title = {A Continuous Relaxation of Beam Search for End-to-end Training of Neural Sequence Models},
  booktitle = {Proceedings of {AAAI} Conference on Artificial Intelligence},
  year = {2018} }

• Differentiable Scheduled Sampling for Credit Assignment
  Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick.
  ACL. 2017.
  [paper]

  [bibtex] @inproceedings{goyal2017differentiable,
  title={Differentiable Scheduled Sampling for Credit Assignment},
  author={Goyal, Kartik and Dyer, Chris and Berg-Kirkpatrick, Taylor},
  booktitle={Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
  volume={2}, pages={366--371},
  year={2017} }

• Posterior regularization for Joint Modeling of Multiple Structured Prediction Tasks with Soft Constraints
  Kartik Goyal, Chris Dyer.
  Proceedings of the Workshop on Structured Prediction for NLP, EMNLP. 2016.
  [paper]

  [bibtex] @inproceedings{goyal2016posterior,
  title={Posterior regularization for Joint Modeling of Multiple Structured Prediction Tasks with Soft Constraints},
  author={Goyal, Kartik and Dyer, Chris},
  booktitle={Proceedings of the Workshop on Structured Prediction for NLP, EMNLP},
  pages={35--43},
  year={2016} }

• Named Entity Recognition for Linguistic Rapid Response in Low-Resource Languages: Sorani Kurdish and Tajik
  Patrick Littell, Kartik Goyal, David Mortensen, Alexa Little, Chris Dyer, Lori Levin.
  COLING. 2016.
  [paper]

  [bibtex] @inproceedings{littell2016named,
  title={Named entity recognition for linguistic rapid response in low-resource languages: Sorani kurdish and tajik},
  author={Littell, Patrick and Goyal, Kartik and Mortensen, David R and Little, Alexa and Dyer, Chris and Levin, Lori},
  booktitle={Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers},
  pages={998--1006},
  year={2016} }

• Bridge-Language Capitalization Inference in Western Iranian: Sorani, Kurmanji, Zazaki, and Tajik.
  Patrick Littell, David Mortensen, Kartik Goyal, Chris Dyer, Lori Levin.
  LREC. 2016.
  [paper]

  [bibtex] @inproceedings{littell2016bridge,
  title={Bridge-Language Capitalization Inference in Western Iranian: Sorani, Kurmanji, Zazaki, and Tajik.},
  author={Littell, Patrick and Mortensen, David R and Goyal, Kartik and Dyer, Chris and Levin, Lori S},
  booktitle={LREC},
  year={2016} }

• PanPhon: A Resource for Mapping IPA Segments to Articulatory Feature Vectors.
  David Mortensen, Patrick Littell, Akash Bharadwaj, Kartik Goyal, Chris Dyer, Lori Levin.
  COLING. 2016.
  [paper]

  [bibtex] @inproceedings{mortensen2016panphon,
  title={Panphon: A resource for mapping IPA segments to articulatory feature vectors},
  author={Mortensen, David R and Littell, Patrick and Bharadwaj, Akash and Goyal, Kartik and Dyer, Chris and Levin, Lori},
  booktitle={Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers},
  pages={3475--3484},
  year={2016} }

• Unsupervised Word Sense Induction using Distributional Statistics
  Kartik Goyal, Eduard Hovy.
  COLING. 2014.
  [paper]

  [bibtex] @inproceedings{goyal2014unsupervised,
  title={Unsupervised word sense induction using distributional statistics},
  author={Goyal, Kartik and Hovy, Eduard},
  booktitle={Proceedings of COLING 2014, the 25th International Conference on Computational Linguistics: Technical Papers},
  pages={1302--1310},
  year={2014} }

• A Structured Distributional Semantic Model for Event Co-reference
  Kartik Goyal, Sujay Jauhar, Huiying Li, Mrinmaya Sachan, Shashank Srivastava, Eduard Hovy.
  ACL. 2013.
  [paper]

  [bibtex] @inproceedings{goyal2013structured,
  title={A structured distributional semantic model for event co-reference},
  author={Goyal, Kartik and Jauhar, Sujay Kumar and Li, Huiying and Sachan, Mrinmaya and Srivastava, Shashank and Hovy, Eduard},
  booktitle={Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
  volume={2}, pages={467--473},
  year={2013} }

• A Structured Distributional Semantic Model : Integrating Structure with Semantics
  Kartik Goyal, Sujay Jauhar, Huiying Li, Mrinmaya Sachan, Shashank Srivastava, Eduard Hovy.
  Proceedings of the Workshop on Continuous Vector Space Models and their Compositionality, ACL. 2013.
  [paper]

  [bibtex] @inproceedings{goyal2013structuredw,
  title={A structured distributional semantic model: Integrating structure with semantics},
  author={Goyal, Kartik and Jauhar, Sujay Kumar and Li, Huiying and Sachan, Mrinmaya and Srivastava, Shashank and Hovy, Eduard},
  booktitle={Proceedings of the Workshop on Continuous Vector Space Models and their Compositionality},
  pages={20--29},
  year={2013} }

• Identifying Metaphorical Word Use with Tree Kernels
  Dirk Hovy, Shashank Srivastava, Sujay Jauhar, Mrinmaya Sachan, Kartik Goyal, Huiying Li, Whitney Sanders, Eduard Hovy.
  Proceedings of the First Workshop on Metaphor in NLP. 2013.
  [paper]

  [bibtex] @inproceedings{hovy2013identifying,
  title={Identifying metaphorical word use with tree kernels},
  author={Hovy, Dirk and Shrivastava, Shashank and Jauhar, Sujay Kumar and Sachan, Mrinmaya and Goyal, Kartik and Li, Huying and Sanders, Whitney and Hovy, Eduard},
  booktitle={Proceedings of the First Workshop on Metaphor in NLP},
  pages={52--57},
  year={2013} }

Other work

• A Survey of Spectral Learning Approaches for Structured Prediction
  Kartik Goyal.
  [paper]

  [bibtex] @misc{kartikspectral,
  title={A Survey of Spectral Learning Approaches for Structured Prediction},
  author={Goyal,Kartik.},
  year={2013} }

• US Patent No. 9,959,271: Optimized Statistical Machine Translation System with Rapid Adaptation Capability.
  Kartik Goyal, Alon Lavie, Michael Denkowski, Gregory Alan Hanneman, Matthew Ryan Fiorillo, Robert Thomas Olszweski, Ehud Hershkovich, William Joseph Kaper, Alexandre Alexandrovich Klementiev, Gavin R. Jewell.
  [link]