I am an Assistant Professor in the School of Interactive Computing at Georgia Tech starting Fall 2023.
NOTE: I am looking for PhD. students. If you are interested in working with me please apply to a PhD. Program offered by the School of Interactive Computing.
I am interested in Natural Language Processing and Machine Learning problems pertaining to modeling data with structured random variables for development of efficient, interpretable, and controllable probabilistic models. I am also excited about the intersection of these problems with various applications in Digital Humanities research.
Contact: kartikgo@gatech.edu
[bibtex] @article{yoshida2023map, title={MAP's not dead yet: Uncovering true language model modes by conditioning away degeneracy}, author={Yoshida, Davis and Goyal, Kartik and Gimpel, Kevin}, booktitle={Proceedings of ACL 2024}, year={2023} }
[bibtex] @article{vogler2024title, title={Clustering Running Titles to Understand the Printing of Early Modern Books}, author={Vogler,Nikolai and Goyal, Kartik and Lemley, Samuel and Schuldt, D.J. and Warren,Christopher and G'Sell,Max and Berg-Kirkpatrick, Taylor}, booktitle={Proceedings of ICDAR 2024}, year={2024} }
[bibtex] @article{craig2023sentalign, title={Testing the Limits of Neural Sentence Alignment Models on Classical Greek and Latin Texts and Translations}, author={Craig, Carloine and Goyal, Kartik and Crane, Gregory and Shamsian, Farnoosh and Smith, David A.}, booktitle={Proceedings of the Computational Humanities Research Conference 2023}, year={2023} }
[bibtex] @article{vogler2023contrastive, title={Contrastive Attention Networks for Attribution of Early Modern Print}, author={Vogler,Nikolai and Goyal, Kartik and Reddy, K.P. and Pertseva, Elizaveta and Lemley, Samuel and Warren,Christopher and G'Sell,Max and Berg-Kirkpatrick, Taylor}, booktitle={Proceedings of 2022 Annual Conference of Association for the Advancement of Artificial Intelligence, {AAAI} 2023}, year={2023} }
[bibtex] @article{10.1093/sq/quad021, author = {Warren, Christopher N and Lemley, Samuel V and Schuldt, D J and Dieterich, Elizabeth and DeLuca, Laura S and G’Sell, Max and Berg-Kirkpatrick, Taylor and Thomas, Kari and Goyal, Kartik and Vogler, Nikolai}, title = "{Who Rpinted Shakespeare’s Fourth Folio?}", journal = {Shakespeare Quarterly}, volume = {74}, number = {2}, pages = {139-146}, year = {2023}, month = {06}, abstract = "{“RPINCE of DENMARK.” Who is responsible for this infamous large-letter blunder in Shakespeare’s Fourth Folio (1685, hereafter F4)—one of the most “embarrassing, excruciating, and egregious errors in English”?1 The “HAMLET / RPINCE of DENMARK” internal title page appeared on signature 3E6r, page 59, in the “Tragedies” section (figure 1). According to Fredson Bowers, writing in Shakespeare Quarterly in 1951, we will never know the printer of that section “until we know everything there is to be learned about seventeenth-century types.”2 Bowers doubted we could ever list the full set of F4’s printers because F4 was printed anonymously, and the volume left few clues about its printers. While George Watson Cole’s 1909 “examination of the letterpress show[ed] that a copy of the Third Folio was apparently broken into three portions and sent to three different printers,” Bowers himself only got as far as attributing the first of F4’s three separately paginated parts.3 The purpose of this note is to identify the other two printers involved in F4, one of whom, John Macock, was the printer whose shop was responsible for F4’s Hamlet. Regrettably, this short note does not include everything there is to be learned about seventeenth-century types.4}", issn = {0037-3222}, doi = {10.1093/sq/quad021}, url = {https://doi.org/10.1093/sq/quad021}, eprint = {https://academic.oup.com/sq/article-pdf/74/2/139/50710302/quad021.pdf}, }
[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}, booktitle={Proceedings of 2022 Annual Conference on Empirical Methods in Natural Language Processing, {EMNLP} 2022}, year={2022} }
[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} }
[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} }
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[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}
}
[bibtex]
@misc{kartikspectral,
title={A Survey of Spectral Learning Approaches for Structured Prediction},
author={Goyal,Kartik.},
year={2013}
}