About Us

The TAUR Lab (Text Analysis, Understanding, and Reasoning) is a research group at The University of Texas at Austin, led by Greg Durrett. We focus on building machine learning models for natural language processing tasks. In particular, we focus on building models that have a greater ability to analyze, understand, and reason about the content of text. Our work covers a range of tasks in natural language processing, including information extraction, coreference resolution, question answering, document summarization, and more. Check out our publications page for more detail.

For more information about who we are, check out the people page.

See the UT NLP group website for information about the broader UT NLP community.

News

December 2022: NSF grant retrospective (blog post by Greg)
December 2022: EMNLP 2022
November 2021: EMNLP 2021
October 2021: new blog post by Xi Ye on multimodal program synthesis
June 2021: NAACL 2021!
November 2020: Come see us at EMNLP!

Publications

2023

• (preprint) Satisfiability-Aided Language Models Using Declarative Prompting   Paper  Code  Bib

  @InProceedings{Ye-Et-Al:2023:SAT,
    title = {Satisfiability-Aided Language Models Using Declarative Prompting},
    author = {Xi Ye and Qiaochu Chen and Isil Dillig and Greg Durrett},
    booktitle = {arXiv},
    year = {2023},
  }

  
  Xi Ye, Qiaochu Chen, Isil Dillig, and Greg Durrett. arXiv 2023.
• (preprint) Using Natural Language Explanations to Rescale Human Judgments   Paper  Code  Bib

  @InProceedings{Wadhwa-Et-Al:2023:EBR,
    title = {Using Natural Language Explanations to Rescale Human Judgments},
    author = {Manya Wadhwa and Jifan Chen and Junyi Jessy Li and Greg Durrett},
    booktitle = {arXiv},
    year = {2023},
  }

  
  Manya Wadhwa, Jifan Chen, Junyi Jessy Li, and Greg Durrett. arXiv 2023.
• (preprint) Complex Claim Verification with Evidence Retrieved in the Wild   Paper  Code  Bib

  @InProceedings{Chen-Et-Al:2023:Fact-check,
    title = {Complex Claim Verification with Evidence Retrieved in the Wild},
    author = {Jifan Chen and Grace Kim and Aniruddh Sriram and Greg Durrett and Eunsol Choi},
    booktitle = {arXiv},
    year = {2023},
  }

  
  Jifan Chen, Grace Kim, Aniruddh Sriram, Greg Durrett, and Eunsol Choi. arXiv 2023.
• (preprint) Drafting Event Schemas using Language Models   Paper  Bib

  @InProceedings{Gunjal-Durrett:2023:Schemas,
    title = {Drafting Event Schemas using Language Models},
    author = {Anisha Gunjal and Greg Durrett},
    booktitle = {arXiv},
    year = {2023},
  }

  
  Anisha Gunjal and Greg Durrett. arXiv 2023.
• Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge   Paper  Code  Bib

  @InProceedings{Onoe-Et-Al:2023:EKP,
    title = {Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge},
    author = {Yasumasa Onoe and Michael J.Q. Zhang and Shankar Padmanabhan and Greg Durrett and Eunsol Choi},
    booktitle = {Proceedings of ACL},
    year = {2023},
  }

  
  Yasumasa Onoe, Michael J.Q. Zhang, Shankar Padmanabhan, Greg Durrett, and Eunsol Choi. Proceedings of ACL 2023.
• EEL: Efficiently Encoding Lattices for Reranking   Paper  Bib

  @InProceedings{Singhal-Et-Al:2023:Lattice,
    title = {EEL: Efficiently Encoding Lattices for Reranking},
    author = {Prasann Singhal and Jiacheng Xu and Xi Ye and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2023},
  }

  
  Prasann Singhal, Jiacheng Xu, Xi Ye, and Greg Durrett. Proceedings of ACL 2023.
• Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error Detectors   Paper  Bib

  @InProceedings{Tang-Et-Al:2023:Factuality,
    title = {Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error Detectors},
    author = {Liyan Tang and Tanya Goyal and Alexander R. Fabbri and Philippe Laban and Jiacheng Xu and Semih Yavuz and Wojciech Kryściński and Justin F. Rousseau and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2023},
  }

  
  Liyan Tang, Tanya Goyal, Alexander R. Fabbri, Philippe Laban, Jiacheng Xu, Semih Yavuz, Wojciech Kryściński, Justin F. Rousseau, and Greg Durrett. Proceedings of ACL 2023.
• Complementary Explanations for Effective In-Context Learning   Paper  Bib

  @InProceedings{Ye-Et-Al:2023:Complementary,
    title = {Complementary Explanations for Effective In-Context Learning},
    author = {Xi Ye and Srinivasan Iyer and Asli Celikyilmaz and Ves Stoyanov and Greg Durrett and Ramakanth Pasunuru},
    booktitle = {Findings of ACL},
    year = {2023},
  }

  
  Xi Ye, Srinivasan Iyer, Asli Celikyilmaz, Ves Stoyanov, Greg Durrett, and Ramakanth Pasunuru. Findings of ACL 2023.
• Prompted Opinion Summarization with GPT-3.5   Paper  Bib

  @InProceedings{Bhaskar-Et-Al:2023:Opinion,
    title = {Prompted Opinion Summarization with GPT-3.5},
    author = {Adithya Bhaskar and Alexander R. Fabbri and Greg Durrett},
    booktitle = {Findings of ACL},
    year = {2023},
  }

  
  Adithya Bhaskar, Alexander R. Fabbri, and Greg Durrett. Findings of ACL 2023.
• Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under Discussion   Paper  Bib

  @InProceedings{Ko-Et-Al:2023:DCQAParsing,
    title = {Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under Discussion}.,
    author = {Wei-Jen Ko and Yating Wu and Cutter Dalton and Dananjay Srinivas and Greg Durrett and Junyi Jessy Li},
    booktitle = {Findings of ACL},
    year = {2023},
  }

  
  Wei-Jen Ko, Yating Wu, Cutter Dalton, Dananjay Srinivas, Greg Durrett, and Junyi Jessy Li. Findings of ACL 2023.
• (preprint) WICE: Real-World Entailment for Claims in Wikipedia   Paper  Code  Bib

  @InProceedings{Kamoi-Et-Al:2023:QASumm,
    title = {WICE: Real-World Entailment for Claims in Wikipedia},
    author = {Ryo Kamoi and Tanya Goyal and Juan Diego Rodriguez and Greg Durrett},
    booktitle = {arXiv},
    year = {2023},
  }

  
  Ryo Kamoi, Tanya Goyal, Juan Diego Rodriguez, and Greg Durrett. arXiv 2023.
• (preprint) Explanation Selection Using Unlabeled Data for In-Context Learning   Paper  Bib

  @InProceedings{Ye-Durrett:2023:Complementary,
    title = {Explanation Selection Using Unlabeled Data for In-Context Learning},
    author = {Xi Ye and Greg Durrett},
    booktitle = {arXiv},
    year = {2023},
  }

  
  Xi Ye and Greg Durrett. arXiv 2023.
• Shortcomings of Question Answering Based Factuality Frameworks for Error Localization   Paper  Bib

  @InProceedings{Kamoi-Et-Al:2023:QASumm,
    title = {Shortcomings of Question Answering Based Factuality Frameworks for Error Localization},
    author = {Ryo Kamoi and Tanya Goyal and Greg Durrett},
    booktitle = {Proceedings of EACL},
    year = {2023},
  }

  
  Ryo Kamoi, Tanya Goyal, and Greg Durrett. Proceedings of EACL 2023.
• Assessing Out-of-Domain Language Model Performance from Few Examples   Paper  Bib

  @InProceedings{Singhal-Et-Al:2023:OOD,
    title = {Assessing Out-of-Domain Language Model Performance from Few Examples},
    author = {Prasann Singhal and Jarad Forristal and Xi Ye and Greg Durrett},
    booktitle = {Proceedings of EACL},
    year = {2023},
  }

  
  Prasann Singhal, Jarad Forristal, Xi Ye, and Greg Durrett. Proceedings of EACL 2023.
• TypeT5: Seq2seq Type Inference using Static Analysis   Paper  Bib

  @InProceedings{Wei-etal:2023:TypeT5,
    title = {TypeT5: Seq2seq Type Inference using Static Analysis},
    author = {Jiayi Wei and Greg Durrett and Isil Dillig},
    booktitle = {Proceedings of ICLR},
    year = {2023},
  }

  
  Jiayi Wei, Greg Durrett, and Isil Dillig. Proceedings of ICLR 2023.

2022

• (preprint) News Summarization and Evaluation in the Era of GPT-3   Paper  Code  Bib

  @InProceedings{Goyal-Et-Al:2022:GPT3,
    title = {News Summarization and Evaluation in the Era of GPT-3},
    author = {Tanya Goyal and Junyi Jessy Li and Greg Durrett},
    booktitle = {arXiv},
    year = {2022},
  }

  
  Tanya Goyal, Junyi Jessy Li, and Greg Durrett. arXiv 2022.
• Natural Language Deduction with Incomplete Information   Paper  Code  Bib

  @InProceedings{Sprague-etal:2022:Incomplete,
    title = {Natural Language Deduction with Incomplete Information},
    author = {Zayne Sprague and Kaj Bostrom and Swarat Chaudhuri and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2022},
  }

  
  Zayne Sprague, Kaj Bostrom, Swarat Chaudhuri, and Greg Durrett. Proceedings of EMNLP 2022.
• SNaC: Coherence Error Detection for Narrative Summarization   Paper  Bib

  @InProceedings{Goyal-Et-Al:2022:Snac,
    title = {SNaC: Coherence Error Detection for Narrative Summarization},
    author = {Tanya Goyal and Junyi Jessy Li and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2022},
  }

  
  Tanya Goyal, Junyi Jessy Li, and Greg Durrett. Proceedings of EMNLP 2022.
• Generating Literal and Implied Subquestions to Fact-check Complex Claims   Paper  Code  Bib

  @InProceedings{Chen-Et-Al:2022:Factcheck,
    title = {Generating Literal and Implied Subquestions to Fact-check Complex Claims},
    author = {Jifan Chen and Aniruddh Sriram and Eunsol Choi and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2022},
  }

  
  Jifan Chen, Aniruddh Sriram, Eunsol Choi, and Greg Durrett. Proceedings of EMNLP 2022.
• Natural Language Deduction through Search over Statement Compositions   Paper  Bib

  @InProceedings{Bostrom-etal:2022:Deduction,
    title = {Natural Language Deduction through Search over Statement Compositions},
    author = {Kaj Bostrom and Zayne Sprague and Swarat Chaudhuri and Greg Durrett},
    booktitle = {Findings of EMNLP},
    year = {2022},
  }

  
  Kaj Bostrom, Zayne Sprague, Swarat Chaudhuri, and Greg Durrett. Findings of EMNLP 2022.
• Discourse Comprehension: A Question Answering Framework to Represent Sentence Connections   Paper  Bib

  @InProceedings{Ko-Et-Al:2022:DCQA,
    title = {Discourse Comprehension: A Question Answering Framework to Represent Sentence Connections},
    author = {Wei-Jen Ko and Cutter Dalton and Mark Simmons and Eliza Fisher and Greg Durrett and Junyi Jessy Li},
    booktitle = {Proceedings of EMNLP},
    year = {2022},
  }

  
  Wei-Jen Ko, Cutter Dalton, Mark Simmons, Eliza Fisher, Greg Durrett, and Junyi Jessy Li. Proceedings of EMNLP 2022.
• The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning   Paper  Bib

  @InProceedings{Ye-Durrett:2022:Fewshot,
    title = {The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning},
    author = {Xi Ye and Greg Durrett},
    booktitle = {Proceedings of NeurIPS},
    year = {2022},
  }

  
  Xi Ye and Greg Durrett. Proceedings of NeurIPS 2022.
• Massive-scale Decoding for Text Generation using Lattices   Paper  Code  Bib

  @InProceedings{Xu-etal:2022:Lattice,
    title = {Massive-scale Decoding for Text Generation using Lattices},
    author = {Jiacheng Xu and Siddhartha Reddy Jonnalagadda and Greg Durrett},
    booktitle = {Proceedings of NAACL},
    year = {2022},
  }

  
  Jiacheng Xu, Siddhartha Reddy Jonnalagadda, and Greg Durrett. Proceedings of NAACL 2022.
• Entity Cloze By Date: What LMs Know About Unseen Entities   Paper  Bib

  @InProceedings{Onoe-Et-Al:2022:ECBD,
    title = {Entity Cloze By Date: What LMs Know About Unseen Entities},
    author = {Yasumasa Onoe and Michael J.Q. Zhang and Eunsol Choi and Greg Durrett},
    booktitle = {Findings of NAACL (short)},
    year = {2022},
  }

  
  Yasumasa Onoe, Michael J.Q. Zhang, Eunsol Choi, and Greg Durrett. Findings of NAACL (short) 2022.
• Type-Directed Synthesis of Visualizations from Natural Language Queries   Paper  Bib

  @InProceedings{Chen-etal:2022:Graphy,
    title = {Type-Directed Synthesis of Visualizations from Natural Language Queries},
    author = {Qiaochu Chen and Shankara Pailoor and Celeste Barnaby and Abby Criswell and Chenglong Wang and Greg Durrett and Isil Dillig},
    booktitle = {Object-oriented Programming, Systems, Languages, and Applications (OOPSLA)},
    year = {2022},
  }

  
  Qiaochu Chen, Shankara Pailoor, Celeste Barnaby, Abby Criswell, Chenglong Wang, Greg Durrett, and Isil Dillig. Object-oriented Programming, Systems, Languages, and Applications (OOPSLA) 2022.
• Automated Transpilation of Imperative to Functional Code using Neural-Guided Program Synthesis   Paper  Bib

  @InProceedings{Mariano-etal:2022:Transpilation,
    title = {Automated Transpilation of Imperative to Functional Code using Neural-Guided Program Synthesis},
    author = {Benjamin Mariano and Yanju Chen and Yu Feng and Greg Durrett and Isil Dillig},
    booktitle = {Object-oriented Programming, Systems, Languages, and Applications (OOPSLA)},
    year = {2022},
  }

  
  Benjamin Mariano, Yanju Chen, Yu Feng, Greg Durrett, and Isil Dillig. Object-oriented Programming, Systems, Languages, and Applications (OOPSLA) 2022.
• Can Explanations Be Useful for Calibrating Black Box Models?   Paper  Bib

  @InProceedings{Ye-Durrett:2022:Calibration,
    title = {Can Explanations Be Useful for Calibrating Black Box Models?},
    author = {Xi Ye and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2022},
  }

  
  Xi Ye and Greg Durrett. Proceedings of ACL 2022.
• ASPECTNEWS: Aspect-Oriented Summarization of News Documents   Paper  Bib

  @InProceedings{Ahuja-Et-Al:2022:Aspect,
    title = {ASPECTNEWS: Aspect-Oriented Summarization of News Documents},
    author = {Ojas Ahuja and Jiacheng Xu and Akshay Gupta and Kevin Horecka and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2022},
  }

  
  Ojas Ahuja, Jiacheng Xu, Akshay Gupta, Kevin Horecka, and Greg Durrett. Proceedings of ACL 2022.
• Training Dynamics for Text Summarization Models   Paper  Bib

  @InProceedings{Goyal-Et-Al:2022:Training,
    title = {Training Dynamics for Text Summarization Models},
    author = {Tanya Goyal and Jiacheng Xu and Junyi Jessy Li and Greg Durrett},
    booktitle = {Findings of ACL},
    year = {2022},
  }

  
  Tanya Goyal, Jiacheng Xu, Junyi Jessy Li, and Greg Durrett. Findings of ACL 2022.

2021

• (preprint) Cross-Lingual Fine-Grained Entity Typing   Paper  Bib

  @InProceedings{Selvaraj-Et-Al:2021:Crosslingual,
    title = {Cross-Lingual Fine-Grained Entity Typing},
    author = {Nila Selvaraj and Yasumasa Onoe and Greg Durrett},
    booktitle = {arXiv},
    year = {2021},
  }

  
  Nila Selvaraj, Yasumasa Onoe, and Greg Durrett. arXiv 2021.
• (preprint) Making Document-Level Information Extraction Right for the Right Reasons   Paper  Bib

  @InProceedings{Tang-Et-Al:2021:DoclevelRE,
    title = {Making Document-Level Information Extraction Right for the Right Reasons},
    author = {Liyan Tang and Dhruv Rajan and Suyash Mohan and Abhijeet Pradhan and R. Nick Bryan and Greg Durrett},
    booktitle = {arXiv},
    year = {2021},
  }

  
  Liyan Tang, Dhruv Rajan, Suyash Mohan, Abhijeet Pradhan, R. Nick Bryan, and Greg Durrett. arXiv 2021.
• CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge   Paper  Code  Bib

  @InProceedings{Onoe-Et-Al:2021:Creak,
    title = {CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge},
    author = {Yasumasa Onoe and Michael J.Q. Zhang and Eunsol Choi and Greg Durrett},
    booktitle = {Proceedings of NeurIPS (Datasets and Benchmarks)},
    year = {2021},
  }

  
  Yasumasa Onoe, Michael J.Q. Zhang, Eunsol Choi, and Greg Durrett. Proceedings of NeurIPS (Datasets and Benchmarks) 2021.
• Flexible Generation of Natural Language Deductions   Paper  Bib

  @InProceedings{Bostrom-etal:2021:Deduction,
    title = {Flexible Generation of Natural Language Deductions},
    author = {Kaj Bostrom and Xinyu Zhao and Swarat Chaudhuri and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2021},
  }

  
  Kaj Bostrom, Xinyu Zhao, Swarat Chaudhuri, and Greg Durrett. Proceedings of EMNLP 2021.
• Connecting Attributions and QA Model Behavior on Realistic Counterfactuals   Paper  Bib

  @InProceedings{Ye-Et-Al:2021:Explanations,
    title = {Connecting Attributions and QA Model Behavior on Realistic Counterfactuals},
    author = {Xi Ye and Rohan Nair and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2021},
  }

  
  Xi Ye, Rohan Nair, and Greg Durrett. Proceedings of EMNLP 2021.
• Can NLI Models Verify QA Systems' Predictions?   Paper  Bib

  @InProceedings{Chen-etal:2021:NLI,
    title = {Can NLI Models Verify QA Systems' Predictions?},
    author = {Jifan Chen and Eunsol Choi and Greg Durrett},
    booktitle = {Findings of EMNLP},
    year = {2021},
  }

  
  Jifan Chen, Eunsol Choi, and Greg Durrett. Findings of EMNLP 2021.
• Optimal Neural Program Synthesis from Multimodal Specifications   Paper  Bib

  @InProceedings{Ye-Et-Al:2021:Optimal,
    title = {Optimal Neural Program Synthesis from Multimodal Specifications},
    author = {Xi Ye and Qiaochu Chen and Isil Dillig and Greg Durrett},
    booktitle = {Findings of EMNLP},
    year = {2021},
  }

  
  Xi Ye, Qiaochu Chen, Isil Dillig, and Greg Durrett. Findings of EMNLP 2021.
• Modeling Fine-Grained Entity Types with Box Embeddings   Paper  Bib

  @InProceedings{Onoe-Et-Al:2021:Box,
    title = {Modeling Fine-Grained Entity Types with Box Embeddings},
    author = {Yasumasa Onoe and Michael Boratko and Andrew McCallum and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2021},
  }

  
  Yasumasa Onoe, Michael Boratko, Andrew McCallum, and Greg Durrett. Proceedings of ACL 2021.
• Conditional Generation of Temporally-ordered Event Sequences   Paper  Bib

  @InProceedings{Lin-Et-Al:2021:Temporal,
    title = {Conditional Generation of Temporally-ordered Event Sequences},
    author = {Shih-ting Lin and Nathanael Chambers and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2021},
  }

  
  Shih-ting Lin, Nathanael Chambers, and Greg Durrett. Proceedings of ACL 2021.
• Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution   Paper  Bib

  @InProceedings{Xu-Durrett:2021:Modes,
    title = {Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution},
    author = {Jiacheng Xu and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2021},
  }

  
  Jiacheng Xu and Greg Durrett. Proceedings of ACL 2021.
• (workshop) Contemporary NLP Modeling in Six Comprehensive Programming Assignments   Paper  Bib

  @InProceedings{Durrett-etal:2021:Teaching,
    title = {Contemporary NLP Modeling in Six Comprehensive Programming Assignments},
    author = {Greg Durrett and Jifan Chen and Shrey Desai and Tanya Goyal and Lucas Kabela and Yasumasa Onoe and Jiacheng Xu},
    booktitle = {Proceedings of the Fifth Workshop on Teaching NLP},
    year = {2021},
  }

  
  Greg Durrett, Jifan Chen, Shrey Desai, Tanya Goyal, Lucas Kabela, Yasumasa Onoe, and Jiacheng Xu. Proceedings of the Fifth Workshop on Teaching NLP 2021.
• Robust Question Answering Through Sub-part Alignment   Paper  Bib

  @InProceedings{Chen-Durrett:2021:Alignment,
    title = {Robust Question Answering Through Sub-part Alignment},
    author = {Jifan Chen and Greg Durrett},
    booktitle = {Proceedings of NAACL},
    year = {2021},
  }

  
  Jifan Chen and Greg Durrett. Proceedings of NAACL 2021.
• Annotating and Modeling Fine-grained Factuality in Summarization   Paper  Bib

  @InProceedings{Goyal-Durrett:2021:Annotating,
    title = {Annotating and Modeling Fine-grained Factuality in Summarization},
    author = {Tanya Goyal and Greg Durrett},
    booktitle = {Proceedings of NAACL},
    year = {2021},
  }

  
  Tanya Goyal and Greg Durrett. Proceedings of NAACL 2021.
• Did they answer? Subjective acts and intents in conversational discourse   Paper  Bib

  @InProceedings{Ferracane-Et-Al:2021:Answer,
    title = {Did they answer? Subjective acts and intents in conversational discourse},
    author = {Elisa Ferracane and Greg Durrett and Junyi Jessy Li and Katrin Erk},
    booktitle = {Proceedings of NAACL},
    year = {2021},
  }

  
  Elisa Ferracane, Greg Durrett, Junyi Jessy Li, and Katrin Erk. Proceedings of NAACL 2021.
• Web Question Answering with Neurosymbolic Program Synthesis   Paper  Bib

  @InProceedings{Chen-etal:2021:WebQA,
    title = {Web Question Answering with Neurosymbolic Program Synthesis},
    author = {Qiaochu Chen and Aaron Lamoreaux and Xinyu Wang and Greg Durrett and Osbert Bastani and Isil Dillig},
    booktitle = {Proceedings of PLDI},
    year = {2021},
  }

  
  Qiaochu Chen, Aaron Lamoreaux, Xinyu Wang, Greg Durrett, Osbert Bastani, and Isil Dillig. Proceedings of PLDI 2021.
• (workshop) Effective Distant Supervision for Temporal Relation Extraction   Paper  Code  Bib

  @InProceedings{Zhao-Et-Al:2021:Temporal,
    title = {Effective Distant Supervision for Temporal Relation Extraction},
    author = {Xinyu Zhao and Shih-ting Lin and Greg Durrett},
    booktitle = {Proceedings of Adapt-NLP: The Second Workshop on Domain Adaptation for NLP (at EACL)},
    year = {2021},
  }

  
  Xinyu Zhao, Shih-ting Lin, and Greg Durrett. Proceedings of Adapt-NLP: The Second Workshop on Domain Adaptation for NLP (at EACL) 2021.

2020

• Compressive Summarization with Plausibility and Salience Modeling   Paper  Code  Bib

  @InProceedings{Desai-Et-Al:2020:Compressive,
    title = {Compressive Summarization with Plausibility and Salience Modeling},
    author = {Shrey Desai and Jiacheng Xu and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2020},
  }

  
  Shrey Desai, Jiacheng Xu, and Greg Durrett. Proceedings of EMNLP 2020.
• Evaluating Factuality in Generation with Dependency-level Entailment   Paper  Code  Bib

  @InProceedings{Goyal-Durrett:2020:Factuality,
    title = {Evaluating Factuality in Generation with Dependency-level Entailment},
    author = {Tanya Goyal and Greg Durrett},
    booktitle = {Findings of EMNLP},
    year = {2020},
  }

  
  Tanya Goyal and Greg Durrett. Findings of EMNLP 2020.
• Interpretable Entity Representations through Large-Scale Typing   Paper  Code  Bib

  @InProceedings{Onoe-Durrett:2020:Interpretable,
    title = {Interpretable Entity Representations through Large-Scale Typing},
    author = {Yasumasa Onoe and Greg Durrett},
    booktitle = {Findings of EMNLP},
    year = {2020},
  }

  
  Yasumasa Onoe and Greg Durrett. Findings of EMNLP 2020.
• Understanding Neural Abstractive Summarization Models via Uncertainty   Paper  Code  Bib

  @InProceedings{Xu-Et-Al:2020:Uncertainty,
    title = {Understanding Neural Abstractive Summarization Models via Uncertainty},
    author = {Jiacheng Xu and Shrey Desai and Greg Durrett},
    booktitle = {Proceedings of EMNLP (short)},
    year = {2020},
  }

  
  Jiacheng Xu, Shrey Desai, and Greg Durrett. Proceedings of EMNLP (short) 2020.
• Calibration of Pre-trained Transformers   Paper  Code  Bib

  @InProceedings{Desai-Durrett:2020:Calibration,
    title = {Calibration of Pre-trained Transformers},
    author = {Shrey Desai and Greg Durrett},
    booktitle = {Proceedings of EMNLP (short)},
    year = {2020},
  }

  
  Shrey Desai and Greg Durrett. Proceedings of EMNLP (short) 2020.
• Byte Pair Encoding is Suboptimal for Language Model Pretraining   Paper  Bib

  @InProceedings{Bostrom-Durrett:2020:BPE,
    title = {Byte Pair Encoding is Suboptimal for Language Model Pretraining},
    author = {Kaj Bostrom and Greg Durrett},
    booktitle = {Findings of EMNLP (short)},
    year = {2020},
  }

  
  Kaj Bostrom and Greg Durrett. Findings of EMNLP (short) 2020.
• Inquisitive Question Generation for High Level Text Comprehension   Paper  Code  Bib

  @InProceedings{Ko-Et-Al:2020:Inquisitive,
    title = {Inquisitive Question Generation for High Level Text Comprehension},
    author = {Wei-Jen Ko and Te-Yuan Chen and Yiyan Huang and Greg Durrett and Junyi Jessy Li},
    booktitle = {Proceedings of EMNLP},
    year = {2020},
  }

  
  Wei-Jen Ko, Te-Yuan Chen, Yiyan Huang, Greg Durrett, and Junyi Jessy Li. Proceedings of EMNLP 2020.
• Sketch-Driven Regular Expression Generation from Natural Language and Examples   Paper  Code  Bib

  @InProceedings{Ye-Et-Al:2020:Sketch,
    title = {Sketch-Driven Regular Expression Generation from Natural Language and Examples},
    author = {Xi Ye and Qiaochu Chen and Xinyu Wang and Isil Dillig and Greg Durrett},
    booktitle = {Transactions of the ACL},
    year = {2020},
  }

  
  Xi Ye, Qiaochu Chen, Xinyu Wang, Isil Dillig, and Greg Durrett. Transactions of the ACL 2020.
• Neural Syntactic Preordering for Controlled Paraphrase Generation   Paper  Code  Bib

  @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},
  }

  
  Tanya Goyal and Greg Durrett. Proceedings of ACL 2020.
• Benchmarking Multimodal Regex Synthesis with Complex Structures   Paper  Code  Bib

  @InProceedings{Ye-etal:2020:Structregex,
    title = {Benchmarking Multimodal Regex Synthesis with Complex Structures},
    author = {Xi Ye and Qiaochu Chen and Isil Dillig and Greg Durrett},
    booktitle = {Proceedings of ACL},
    year = {2020},
  }

  
  Xi Ye, Qiaochu Chen, Isil Dillig, and Greg Durrett. Proceedings of ACL 2020.
• Multi-Modal Synthesis of Regular Expressions   Paper  Bib

  @InProceedings{Chen-etal:2020:Regel,
    title = {Multi-Modal Synthesis of Regular Expressions},
    author = {Qiaochu Chen and Xinyu Wang and Xi Ye and Greg Durrett and Isil Dillig},
    booktitle = {Proceedings of PLDI},
    year = {2020},
  }

  
  Qiaochu Chen, Xinyu Wang, Xi Ye, Greg Durrett, and Isil Dillig. Proceedings of PLDI 2020.
• LambdaNet: Probabilistic Type Inference using Graph Neural Networks   Paper  Bib

  @InProceedings{Wei-etal:2020:LambdaNet,
    title = {LambdaNet: Probabilistic Type Inference using Graph Neural Networks},
    author = {Jiayi Wei and Maruth Goyal and Greg Durrett and Isil Dillig},
    booktitle = {Proceedings of ICLR},
    year = {2020},
  }

  
  Jiayi Wei, Maruth Goyal, Greg Durrett, and Isil Dillig. Proceedings of ICLR 2020.
• Fine-Grained Entity Typing for Domain Independent Entity Linking   Paper  Bib

  @InProceedings{Onoe-Durrett:2020:Typing,
    title = {Fine-Grained Entity Typing for Domain Independent Entity Linking},
    author = {Yasumasa Onoe and Greg Durrett},
    booktitle = {Proceedings of AAAI},
    year = {2020},
  }

  
  Yasumasa Onoe and Greg Durrett. Proceedings of AAAI 2020.

2019

• (preprint) Multi-hop Question Answering via Reasoning Chains   Paper  Bib

  @InProceedings{Chen-etal:2019:Chains,
    title = {Multi-hop Question Answering via Reasoning Chains},
    author = {Jifan Chen and Shih-Ting Lin and Greg Durrett},
    booktitle = {arXiv},
    year = {2019},
  }

  
  Jifan Chen, Shih-Ting Lin, and Greg Durrett. arXiv 2019.
• Neural Extractive Text Summarization with Syntactic Compression   Paper  Bib

  @InProceedings{Xu-Durrett:2019:Summ,
    title = {Neural Extractive Text Summarization with Syntactic Compression},
    author = {Jiacheng Xu and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2019},
  }

  
  Jiacheng Xu and Greg Durrett. Proceedings of EMNLP 2019.
• Effective Use of Transformer Networks for Entity Tracking   Paper  Bib

  @InProceedings{Gupta-Durrett:2019:Tracking,
    title = {Effective Use of Transformer Networks for Entity Tracking},
    author = {Aditya Gupta and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2019},
  }

  
  Aditya Gupta and Greg Durrett. Proceedings of EMNLP 2019.
• Query-focused Scenario Construction   Paper  Data  Bib

  @InProceedings{Wang-Durrett-Erk:2019:Query,
    title = {Query-focused Scenario Construction},
    author = {Su Wang and Greg Durrett and Katrin Erk},
    booktitle = {Proceedings of EMNLP},
    year = {2019},
  }

  
  Su Wang, Greg Durrett, and Katrin Erk. Proceedings of EMNLP 2019.
• Embedding time expressions for deep temporal ordering models   Paper  Bib

  @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},
  }

  
  Tanya Goyal and Greg Durrett. Proceedings of ACL (short) 2019.
• Evaluating Discourse in Structured Text Representations   Paper  Bib

  @InProceedings{Ferracane-etal:2019:Discourse,
    title = {Evaluating Discourse in Structured Text Representations},
    author = {Elisa Ferracane and Greg Durrett and Junyi Jessy Li and Katrin Erk},
    booktitle = {Proceedings of ACL (short)},
    year = {2019},
  }

  
  Elisa Ferracane, Greg Durrett, Junyi Jessy Li, and Katrin Erk. Proceedings of ACL (short) 2019.
• Learning to Denoise Distantly-Labeled Data for Entity Typing   Paper  Code  Bib

  @InProceedings{Onoe-Durrett:2019:Typing,
    title = {Learning to Denoise Distantly-Labeled Data for Entity Typing},
    author = {Yasumasa Onoe and Greg Durrett},
    booktitle = {Proceedings of NAACL},
    year = {2019},
  }

  
  Yasumasa Onoe and Greg Durrett. Proceedings of NAACL 2019.
• Understanding dataset design choices for multi-hop reasoning   Paper  Bib

  @InProceedings{Chen-Durrett:2019:MHR,
    title = {Understanding dataset design choices for multi-hop reasoning},
    author = {Jifan Chen and Greg Durrett},
    booktitle = {Proceedings of NAACL (short)},
    year = {2019},
  }

  
  Jifan Chen and Greg Durrett. Proceedings of NAACL (short) 2019.
• Linguistically-Informed Specificity and Semantic Plausibility for Dialog Generation   Paper  Bib

  @InProceedings{Ko-Durrett-Li:2019:Dialogue,
    title = {Linguistically-Informed Specificity and Semantic Plausibility for Dialog Generation},
    author = {Wei-Jen Ko and Greg Durrett and Junyi Jessy Li},
    booktitle = {Proceedings of NAACL},
    year = {2019},
  }

  
  Wei-Jen Ko, Greg Durrett, and Junyi Jessy Li. Proceedings of NAACL 2019.
• (workshop) Tracking Discrete and Continuous Entity State for Process Understanding   Paper  Bib

  @InProceedings{Gupta-Durrett:2019:Tracking,
    title = {Tracking Discrete and Continuous Entity State for Process Understanding},
    author = {Aditya Gupta and Greg Durrett},
    booktitle = {Proceedings of 2019 Workshop on Structured Prediction for NLP (oral) (at NAACL)},
    year = {2019},
  }

  
  Aditya Gupta and Greg Durrett. Proceedings of 2019 Workshop on Structured Prediction for NLP (oral) (at NAACL) 2019.
• Domain Agnostic Real-Valued Specificity Prediction   Paper  Code  Bib

  @InProceedings{Ko-Durrett-Li:2019:Specificity,
    title = {Domain Agnostic Real-Valued Specificity Prediction},
    author = {Wei-Jen Ko and Greg Durrett and Junyi Jessy Li},
    booktitle = {Proceedings of AAAI},
    year = {2019},
  }

  
  Wei-Jen Ko, Greg Durrett, and Junyi Jessy Li. Proceedings of AAAI 2019.

2018

• Spherical Latent Spaces for Stable Variational Autoencoders   Paper  Bib

  @InProceedings{Xu-Durrett:2018:VAE,
    title = {Spherical Latent Spaces for Stable Variational Autoencoders},
    author = {Jiacheng Xu and Greg Durrett},
    booktitle = {Proceedings of EMNLP},
    year = {2018},
  }

  
  Jiacheng Xu and Greg Durrett. Proceedings of EMNLP 2018.
• Effective Use of Context in Noisy Entity Linking   Paper  Bib

  @InProceedings{Mueller-Durrett:2018:Linking,
    title = {Effective Use of Context in Noisy Entity Linking},
    author = {David Mueller and Greg Durrett},
    booktitle = {Proceedings of EMNLP (short)},
    year = {2018},
  }

  
  David Mueller and Greg Durrett. Proceedings of EMNLP (short) 2018.
• Picking Apart Story Salads   Paper  Bib

  @InProceedings{Wang-Durrett-Erk:2018:Salad,
    title = {Picking Apart Story Salads},
    author = {Su Wang and Eric Holgate and Greg Durrett and Katrin Erk},
    booktitle = {Proceedings of EMNLP},
    year = {2018},
  }

  
  Su Wang, Eric Holgate, Greg Durrett, and Katrin Erk. Proceedings of EMNLP 2018.
• Modeling Semantic Plausibility by Injecting World Knowledge   Paper  Bib

  @InProceedings{Wang-Durrett-Erk:2018:Plausibility,
    title = {Modeling Semantic Plausibility by Injecting World Knowledge},
    author = {Su Wang and Greg Durrett and Katrin Erk},
    booktitle = {Proceedings of NAACL (short)},
    year = {2018},
  }

  
  Su Wang, Greg Durrett, and Katrin Erk. Proceedings of NAACL (short) 2018.

2017

• Identifying Products in Online Cybercrime Marketplaces: A Dataset for Fine-grained Domain Adaptation   Paper  Code  Bib

  @InProceedings{Durrett-etal:2017:Products,
    title = {Identifying Products in Online Cybercrime Marketplaces: A Dataset for Fine-grained Domain Adaptation },
    author = {Greg Durrett and Jonathan Kummerfeld and Taylor Berg-Kirkpatrick and Rebecca Portnoff and Sadia Afroz and Damon McCoy and Kirill Levchenko and Vern Paxson},
    booktitle = {Proceedings of EMNLP},
    year = {2017},
  }

  
  Greg Durrett, Jonathan Kummerfeld, Taylor Berg-Kirkpatrick, Rebecca Portnoff, Sadia Afroz, Damon McCoy, Kirill Levchenko, and Vern Paxson. Proceedings of EMNLP 2017.
• Tools for Automated Analysis of Cybercriminal Markets   Paper  Code  Bib

  @InProceedings{Portnoff-etal:2017:Products,
    title = {Tools for Automated Analysis of Cybercriminal Markets},
    author = {Rebecca Portnoff and Sadia Afroz and Greg Durrett and Jonathan Kummerfeld and Taylor Berg-Kirkpatrick and Damon McCoy and Kirill Levchenko and Vern Paxson},
    booktitle = {Proceedings of WWW},
    year = {2017},
  }

  
  Rebecca Portnoff, Sadia Afroz, Greg Durrett, Jonathan Kummerfeld, Taylor Berg-Kirkpatrick, Damon McCoy, Kirill Levchenko, and Vern Paxson. Proceedings of WWW 2017.

2016

• Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints   Paper  Code  Bib

  @InProceedings{Durrett-etal:2016:Summ,
    title = {Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints},
    author = {Greg Durrett and Taylor Berg-Kirkpatrick and Dan Klein},
    booktitle = {Proceedings of ACL},
    year = {2016},
  }

  
  Greg Durrett, Taylor Berg-Kirkpatrick, and Dan Klein. Proceedings of ACL 2016.
• Capturing Semantic Similarity for Entity Linking with Convolutional Neural Networks   Paper  Bib

  @InProceedings{FrancisLandau-Durrett-Klein:2016:EntityConvnets,
    title = {Capturing Semantic Similarity for Entity Linking with Convolutional Neural Networks},
    author = {Matthew Francis-Landau and Greg Durrett and Dan Klein},
    booktitle = {Proceedings of NAACL (short)},
    year = {2016},
  }

  
  Matthew Francis-Landau, Greg Durrett, and Dan Klein. Proceedings of NAACL (short) 2016.

2015

• Neural CRF Parsing   Paper  Code  Bib

  @InProceedings{Durrett-Klein:2015:NeuralCRF,
    title = {Neural CRF Parsing},
    author = {Greg Durrett and Dan Klein},
    booktitle = {Proceedings of ACL},
    year = {2015},
  }

  
  Greg Durrett and Dan Klein. Proceedings of ACL 2015.
• Disfluency Detection with a Semi-Markov Model and Prosodic Features   Paper  Bib

  @InProceedings{Ferguson-Durrett-Klein:2015:Disfluency,
    title = {Disfluency Detection with a Semi-Markov Model and Prosodic Features },
    author = {James Ferguson and Greg Durrett and Dan Klein},
    booktitle = {Proceedings of NAACL (short)},
    year = {2015},
  }

  
  James Ferguson, Greg Durrett, and Dan Klein. Proceedings of NAACL (short) 2015.

2014

• A Joint Model for Entity Analysis: Coreference, Typing, and Linking   Paper  Code  Bib

  @InProceedings{Durrett-Klein:2014:Joint,
    title = {A Joint Model for Entity Analysis: Coreference, Typing, and Linking},
    author = {Greg Durrett and Dan Klein},
    booktitle = {Transactions of the ACL},
    year = {2014},
  }

  
  Greg Durrett and Dan Klein. Transactions of the ACL 2014.
• Less Grammar, More Features   Paper  Code  Bib

  @InProceedings{Hall-Durrett-Klein:2014:SpanParser,
    title = {Less Grammar, More Features},
    author = {David Hall and Greg Durrett and Dan Klein},
    booktitle = {Proceedings of ACL},
    year = {2014},
  }

  
  David Hall, Greg Durrett, and Dan Klein. Proceedings of ACL 2014.

2013

• Easy Victories and Uphill Battles in Coreference Resolution   Paper  Code  Bib

  @InProceedings{Durrett-Klein:2013:Coreference,
    author = {Greg Durrett and Dan Klein},
    title = {Easy Victories and Uphill Battles in Coreference Resolution},
    booktitle = {Proceedings of EMNLP},
    year = {2013},
  }

  
  Greg Durrett and Dan Klein. Proceedings of EMNLP 2013.
• Decentralized Entity-Level Modeling for Coreference Resolution   Paper  Bib

  @InProceedings{Durrett-Hall-Klein:2013:EntityCoref,
    author = {Greg Durrett and David Hall and Dan Klein},
    title = {Decentralized Entity-Level Modeling for Coreference Resolution},
    booktitle = {Proceedings of ACL},
    year = {2013},
  }

  
  Greg Durrett, David Hall, and Dan Klein. Proceedings of ACL 2013.
• Unsupervised Transcription of Historical Documents   Paper  Code  Bib

  @InProceedings{BergKirkpatrick-Durrett-Klein:2013:OCR,
    author = {Taylor Berg-Kirkpatrick and Greg Durrett and Dan Klein},
    title = {Unsupervised Transcription of Historical Documents},
    booktitle = {Proceedings of ACL},
    year = {2013},
  }

  
  Taylor Berg-Kirkpatrick, Greg Durrett, and Dan Klein. Proceedings of ACL 2013.
• Supervised Learning of Complete Morphological Paradigms   Paper  Code  Bib

  @InProceedings{Durrett-DeNero:2013:Morphology,
    author = {Greg Durrett and John DeNero},
    title = {Supervised Learning of Complete Morphological Paradigms},
    booktitle = {Proceedings of NAACL},
    year = {2013},
  }

  
  Greg Durrett and John DeNero. Proceedings of NAACL 2013.

2012

• Syntactic Transfer Using a Bilingual Lexicon   Paper  Bib

  @InProceedings{Durrett-Pauls-Klein:2012:Bilingual,
    author = {Greg Durrett and Adam Pauls and Dan Klein},
    title = {Syntactic Transfer Using a Bilingual Lexicon},
    booktitle = {Proceedings of EMNLP},
    year = {2012},
  }

  
  Greg Durrett, Adam Pauls, and Dan Klein. Proceedings of EMNLP 2012.

2011

• An Empirical Investigation of Discounting in Cross-Domain Language Models   Paper  Bib

  @InProceedings{Durrett-Klein:2011:LM,
    title = {An Empirical Investigation of Discounting in Cross-Domain Language Models},
    author = {Greg Durrett and Dan Klein},
    booktitle = {Proceedings of ACL (short)},
    year = {2011},
  }

  
  Greg Durrett and Dan Klein. Proceedings of ACL (short) 2011.