Tanya Goyal
tanyagoyal@utexas.edu
Hi! I am a final year CS Ph.D. student at the University of Texas at Austin. I am advised by Greg Durrett, and part of the TAUR lab at UT. My research is primarily focused on deep models for text generation. I think about controllability and faithfulness of generation models.
Before grad school, I worked at the Adobe Research Lab in Bangalore, India. Even before that, I learnt how to Math at the Indian Institute of Technology, Guwahati (Maths and Computing, B.Tech 2011-2015).
CV | Research Statement
Preprints
WICE: Real-World Entailment for Claims in Wikipedia
Ryo Kamoi, Tanya Goyal, Juan Diego Rodriguez, and Greg Durrett preprint 2023.
@article{kamoiwice2023,
title={WICE - Real-World Entailment for Claims in Wikipedia},
author={Ryo Kamoi, Tanya Goyal, Juan Diego Rodriguez, and Greg Durrett},
year={2023},
journal={arXiv preprint arXiv:2303.01432},
}
title={WICE - Real-World Entailment for Claims in Wikipedia},
author={Ryo Kamoi, Tanya Goyal, Juan Diego Rodriguez, and Greg Durrett},
year={2023},
journal={arXiv preprint arXiv:2303.01432},
}
News Summarization and Evaluation in the Era of GPT-3
Tanya Goyal, Junyi Jessy Li, Greg Durrett. preprint 2022.
@article{goyalzeroshotnews2022,
title={News Summarization and Evaluation in the Era of GPT-3},
author={Tanya Goyal, Junyi Jessy Li, Greg Durrett},
year={2022},
journal={arXiv preprint arXiv:2209.12356},
}
title={News Summarization and Evaluation in the Era of GPT-3},
author={Tanya Goyal, Junyi Jessy Li, Greg Durrett},
year={2022},
journal={arXiv preprint arXiv:2209.12356},
}
Publications
Understanding Factual Errors in Summarization- Errors, Summarizers, Datasets, Error Detectors
Liyan Tang, Tanya Goyal, Alexander R. Fabbri, Philippe Laban, Jiacheng Xu, Semih Yahvuz, Wojciech Kryściński, Justin F. Rousseau, and Greg Durrett. ACL 2023.
@inproceedings{tang2022factuality,
title={Understanding Factual Errors in Summarization- Errors, Summarizers, Datasets, Error Detectors},
author={Liyan Tang, Tanya Goyal, Alexander R. Fabbri, Philippe Laban, Jiacheng Xu, Semih Yahvuz, Wojciech Kryściński, Justin F. Rousseau, and Greg Durrett},
year={2023},
booktitle={ACL},
}
title={Understanding Factual Errors in Summarization- Errors, Summarizers, Datasets, Error Detectors},
author={Liyan Tang, Tanya Goyal, Alexander R. Fabbri, Philippe Laban, Jiacheng Xu, Semih Yahvuz, Wojciech Kryściński, Justin F. Rousseau, and Greg Durrett},
year={2023},
booktitle={ACL},
}
Shortcomings of Question Answering Based Factuality Frameworks for Error Localization
Ryo Kamoi, Tanya Goyal, Greg Durrett. EACL 2023.
@inproceedings{kamoishortcomings2022,
title={Shortcomings of Question Answering Based Factuality Frameworks for Error Localization},
author={Ryo Kamoi, Tanya Goyal, Greg Durrett},
year={2023},
booktitle={EACL},
}
title={Shortcomings of Question Answering Based Factuality Frameworks for Error Localization},
author={Ryo Kamoi, Tanya Goyal, Greg Durrett},
year={2023},
booktitle={EACL},
}
SNaC - Coherence Error Detection for Narrative Summarization
Tanya Goyal, Junyi Jessy Li, Greg Durrett. EMNLP 2022.
@inproceedings{goyal2022snac,
title={SNaC - Coherence Error Detection for Narrative Summarization},
author={Tanya Goyal, Junyi Jessy Li, Greg Durrett},
year={2022},
booktitle={Proceedings of EMNLP},
}
title={SNaC - Coherence Error Detection for Narrative Summarization},
author={Tanya Goyal, Junyi Jessy Li, Greg Durrett},
year={2022},
booktitle={Proceedings of EMNLP},
}
HydraSum: Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models
Tanya Goyal, Nazneen Fatema Rajani, Wenhao Liu, Wojciech Kryściński. EMNLP 2022.
@inproceedings{goyal2022hydrasum, title={HydraSum -- Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models}, author={Tanya Goyal and Nazneen Fatema Rajani and Wenhao Liu and Wojciech Kryściński}, year={2022}, booktitle={Proceedings of EMNLP},
}
}
FALTE - A Toolkit for Fine-grained Annotation for Long Text Evaluation
Tanya Goyal, Junyi Jessy Li, Greg Durrett. EMNLP-DEMO 2022.
@inproceedings{goyal2022falte,
title={FALTE - A Toolkit for Fine-grained Annotation for Long Text Evaluation},
author={Tanya Goyal, Junyi Jessy Li, Greg Durrett},
year={2022},
booktitle={Demo Conference on Empirical Methods in Natural Language Processing},
}
title={FALTE - A Toolkit for Fine-grained Annotation for Long Text Evaluation},
author={Tanya Goyal, Junyi Jessy Li, Greg Durrett},
year={2022},
booktitle={Demo Conference on Empirical Methods in Natural Language Processing},
}
Training Dynamics for Text Summarization Models
Tanya Goyal, Jiacheng Xu, Junyi Jessy Li, Greg Durrett. Findings of ACL 2022.
@inproceedings{goyal2021training, title={Training Dynamics for Text Summarization Models}, author={Tanya Goyal and Jiacheng Xu and Junyi Jessy Li and Greg Durrett}, year={2022}, booktitle={Findings of ACL}, }
Annotating and Modeling Fine-grained Factuality in Summarization
Tanya Goyal and Greg Durrett. NAACL 2021.
Code ● Slides ● Poster ● Bibtex
@inproceedings{goyal2020annotating, title = {Annotating and Modeling Fine-grained Factuality in Summarization}, author = {Tanya Goyal and Greg Durrett}, booktitle = {Proceedings of NAACL}, year = {2021}, }
Evaluating Factuality in Generation with Dependency-level Entailment
Tanya Goyal and Greg Durrett. Findings of EMNLP 2020.
@inproceedings{goyal2020evaluating, title = {Evaluating Factuality in Generation with Dependency-level Entailment}, author = {Goyal, Tanya and Durrett, Greg}, booktitle = {Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing :Findings}, year={2020}, }
Neural Syntactic Preordering for Controlled Paraphrase Generation
Tanya Goyal and Greg Durrett. ACL 2020.
@inproceedings{Goyal-Durrett:2020:Syntaxparaphrase, title = {Neural Syntactic Preordering for Controlled Paraphrase Generation}, author = {Tanya Goyal and Greg Durrett}, booktitle = {Proceedings of ACL}, year = {2020}, }
Embedding time expressions for deep temporal ordering models (short)
Tanya Goyal and Greg Durrett. ACL 2019.
@inproceedings{Goyal-Durrett:2019:Time, title = {Embedding time expressions for deep temporal ordering models}, author = {Tanya Goyal and Greg Durrett}, booktitle = {Proceedings of ACL (short)}, year = {2019}, }
Your Behavior Signals Your Reliability: Modeling Crowd Behavioral Traces to Ensure Quality Relevance Annotations
Tanya Goyal, Tyler McDonnell, Mucahid Kutlu, Tamer Elsayed and Matthew Lease. HCOMP 2018.
@inproceedings{Goyal18-hcomp, title = {{Your Behavior Signals Your Reliability: Modeling Crowd Behavioral Traces to Ensure Quality Relevance Annotations}}, author = {Tanya Goyal and Tyler McDonnell and Mucahid Kutlu and Tamer Elsayed and Matthew Lease}, booktitle = {Proceedings of the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP)}, year = 2018, }
An Empirical Analysis of Edit Importance between Document Versions (short)
Tanya Goyal, Sachin Kelkar, Manas Agarwal and Jeenu Grover. EMNLP 2017.
@inproceedings{goyal2017empirical, title={An Empirical Analysis of Edit Importance between Document Versions}, author={Goyal, Tanya and Kelkar, Sachin and Agarwal, Manas and Grover, Jeenu}, booktitle={Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing}, year={2017}, }
Social Links
- Github: https://github.com/tagoyal
- Twitter: http://twitter.com/tanyaagoyal
- Dribbble: https://scholar.google.com/citations?user=w72MSFoAAAAJ&hl=en