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Natural language processing: dialogue summarization, multi-document/long-document summarization, NLP for medical text, multilinguality, low-resource languages and domains, syntactic parsing, semantic parsing, grammar induction.
Machine learning: approximate inference and search, unsupervised learning, low-resource learning, approximation-aware learning, autoregressive models, computationally efficient ML.
@inproceedings{bertsch_he_2022,
title = {He {Said}, {She} {Said}: {Style} {Transfer} for {Shifting} the {Perspective} of {Dialogues}},
url = {http://arxiv.org/abs/2210.15462},
author = {Bertsch, Amanda and Neubig, Graham and Gormley, Matthew R.},
booktitle = {Findings of EMNLP},
year = {2022},
}
@inproceedings{glover_revisiting_2022,
title = {Revisiting text decomposition methods for {NLI}-based factuality scoring of summaries},
url = {http://arxiv.org/abs/2211.16853},
author = {Glover, John and Fancellu, Federico and Jagannathan, Vasudevan and Gormley, Matthew R. and Schaaf, Thomas},
booktitle = {GEM Workshop at EMNLP},
year = {2022},
}
@inproceedings{ghosh_adafocal_2022,
title = {{AdaFocal}: {Calibration}-aware {Adaptive} {Focal} {Loss}},
url = {http://arxiv.org/abs/2211.11838},
author = {Ghosh, Arindam and Schaaf, Thomas and Gormley, Matthew R.},
booktitle = {NeurIPS},
year = {2022},
}
@inproceedings{moniz_efficiently_2022,
address = {Dublin, Ireland},
title = {On {Efficiently} {Acquiring} {Annotations} for {Multilingual} {Models}},
url = {https://aclanthology.org/2022.acl-short.9},
doi = {10.18653/v1/2022.acl-short.9},
booktitle = {Proceedings of the 60th {Annual} {Meeting} of the {Association} for {Computational} {Linguistics} ({Volume} 2: {Short} {Papers})},
publisher = {Association for Computational Linguistics},
author = {Moniz, Joel and Patra, Barun and Gormley, Matthew},
month = may,
year = {2022},
pages = {69--85},
}
@inproceedings{liu-etal-2021-effective,
title = "Effective Convolutional Attention Network for Multi-label Clinical Document Classification",
author = "Liu, Yang and
Cheng, Hua and
Klopfer, Russell and
Gormley, Matthew R. and
Schaaf, Thomas",
booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing",
month = nov,
year = "2021",
address = "Online and Punta Cana, Dominican Republic",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2021.emnlp-main.481",
doi = "10.18653/v1/2021.emnlp-main.481",
pages = "5941--5953",
abstract = "Multi-label document classification (MLDC) problems can be challenging, es
}
@inproceedings{zhang-etal-2021-leveraging-pretrained,
title = "Leveraging Pretrained Models for Automatic Summarization of Doctor-Patient Conversations",
author = "Zhang, Longxiang and Negrinho, Renato and Ghosh, Arindam and Jagannathan, Vasudevan and Hassanzadeh, Hamid Reza and Schaaf, Thomas and Gormley, Matthew R.",
booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2021",
month = nov,
year = "2021",
address = "Punta Cana, Dominican Republic",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2021.findings-emnlp.313",
doi = "10.18653/v1/2021.findings-emnlp.313",
pages = "3693--3712",
}
@inproceedings{ryskina_comparative_2021,
author = {Ryskina, Maria and Hovy, Eduard and Berg-Kirkpatrick, Taylor and Gormley, Matthew R.},
title = {Comparative Error Analysis in Neural and Finite-state Models for Unsupervised Character-level Transduction},
booktitle = {SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology},
year = {2021},
}
@inproceedings{lin_limitations_2021,
author = {Chu-Cheng Lin and Aaron Jaech and Xin Li and Matthew R.
Gormley and Jason Eisner},
title = {Limitations of Autoregressive Models and Their
Alternatives},
booktitle = {Proceedings of {NAACL-HLT}},
year = {2021},
}
@inproceedings{gao_training_2020,
address = {Online},
title = {Training for {Gibbs} {Sampling} on {Conditional} {Random} {Fields} with {Neural} {Scoring} {Factors}},
url = {https://www.aclweb.org/anthology/2020.emnlp-main.406},
booktitle = {Proceedings of the 2020 {Conference} on {Empirical} {Methods} in {Natural} {Language} {Processing} ({EMNLP})},
author = {Gao, Sida and Gormley, Matthew R.},
year = {2020},
}
@inproceedings{negrinho_empirical_2020,
title = {An {Empirical} {Investigation} of {Beam}-{Aware} {Training} in {Supertagging}},
url = {https://www.aclweb.org/anthology/2020.findings-emnlp.406},
booktitle = {Findings of the {Association} for {Computational} {Linguistics}: {EMNLP} 2020},
author = {Negrinho, Renato and Gormley, Matthew R. and Gordon, Geoff},
year = {2020},
}
@inproceedings{ryskina_phonetic_2020,
author = {Ryskina, Maria and Gormley, Matthew R. and Berg-Kirkpatrick, Taylor},
title = {Phonetic and {Visual} {Priors} for {Decipherment} of {Informal} {Romanization}},
booktitle = {Proceedings of {ACL}},
year = {2020},
}
@inproceedings{negrinho_towards_2019,
author = {Renato Negrinho and Darshan Patil and Nghia Le and Daniel Ferreira and Matthew R. Gormley and Geoffrey Gordon},
title = {Towards modular and programmable architecture search},
booktitle = {Proceedings of {NeurIPS}},
year = {2019},
}
@inproceedings{patra_bilingual_2019,
author = {Barun Patra and Joel Ruben Antony Moniz and Sarthak Garg and Matthew R. Gormley and Graham Neubig},
title = {Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces},
booktitle = {Proceedings of {ACL}},
year = {2019},
}
@inproceedings{lin_neural_2019,
author = {Chu-Cheng Lin and Hao Zhu and Matthew R. Gormley and
Jason Eisner},
title = {Neural finite-state transducers: Beyond rational relations},
booktitle = {Proceedings of {NAACL}},
year = {2019},
}
@inproceedings{negrinho_learning_2018,
author = {Negrinho, Renato and Gormley, Matthew R. and Gordon, Geoffrey J.},
title = {Learning Beam Search Policies via Imitation Learning},
booktitle = {Proceedings of {NeurIPS}},
year = {2018},
}
@inproceedings{malaviya_neural_2018,
author = {Malaviya, Chaitanya and Gormley, Matthew R. and Neubig, Graham},
title = {Neural {Factor} {Graph} {Models} for {Cross}-lingual {Morphological} {Tagging}},
booktitle = {Proceedings of {ACL}},
year = {2018},
}
@inproceedings{teichart_semantic_2017,
author = {Adam Teichert and Adam Poliak and Benjamin Van Durme and Matthew R. Gormley},
title = {Semantic Proto-Role Labeling},
booktitle = {Proceedings of {AAAI} Conference on Artificial Intelligence},
year = {2017},
}
@inproceedings{yu_embedding_2016,
author = {Mo Yu and Mark Dredze and Raman Arora and Matthew R. Gormley},
title = {Embedding Lexical Features via Low-rank Tensors},
booktitle = {Proceedings of {NAACL}},
year = {2016},
}
@thesis{gormley_graphical_2015,
location = {Baltimore, {MD}},
title = {Graphical Models with Structured Factors, Neural Factors, and Approximation-Aware Training},
institution = {Johns Hopkins University},
type = {phdthesis},
author = {Gormley, Matthew R.},
date = {2015}
}
There is a mistake in our description of the ACE 2005 dataset. Section 6.1 states that the number of relations in the training set (bn+nw) with all pairs was 43,518, but the actual number was 43,497. Likewise, Appendix A states the number was 35,990 for the Plank & Moschitti (2013) setting, but the actual number was 34,669.
Thanks to Thien Nguyen for helping us to find the error.
@inproceedings{gormley_improved_2015,
author = {Matthew R. Gormley and Mo Yu and Mark Dredze},
title = {Improved Relation Extraction with Feature-rich Compositional Embedding Model},
booktitle = {Proceedings of {EMNLP}},
year = {2015},
}
@article{gormley_approximation-aware_2015,
author = {Matthew R. Gormley and Mark Dredze and Jason Eisner},
title = {Approximation-aware Dependency Parsing by Belief Propagation},
journal = {Transactions of the Association for Computational Linguistics (TACL)},
year = {2015}
}
@inproceedings{peng_concrete_2015,
author = {Nanyun Peng and Francis Ferraro and Mo Yu and Nicholas Andrews and Jay DeYoung and Max Thomas and Matthew R. Gormley and Travis Wolfe and Craig Harman and Benjamin Van Durme and Mark Dredze},
title = {A {Concrete} {Chinese} {NLP} Pipeline},
booktitle = {Proceedings of the {NAACL} Demonstration Session},
year = {2015}
}
@inproceedings{yu_combining_2015,
author = {Yu, Mo and Gormley, Matthew R. and Dredze, Mark},
title = {Combining Word Embeddings and Feature Embeddings for Fine-grained Relation Extraction},
booktitle = {Proceedings of {NAACL}},
year = {2015}
}
@inproceedings{yu_factor-based_2014,
author = {Yu, Mo and Gormley, Matthew R. and Dredze, Mark},
title = {Factor-based Compositional Embedding Models},
booktitle = {The {NeurIPS} 2014 Learning Semantics Workshop},
month = {December},
year = {2014}
}
@inproceedings{ferraro_concretely_2014,
author = {Ferraro, Francis and Thomas, Max and Gormley, Matthew R. and Wolfe, Travis and Harman, Craig and Van Durme, Benjamin},
title = {Concretely Annotated Corpora},
booktitle = {The {NeurIPS} 2014 {AKBC} Workshop},
month = {December},
year = {2014}
}
@inproceedings{gormley_low-resource_2014,
author = {Gormley, Matthew R. and Mitchell, Margaret and {Van Durme}, Benjamin and Dredze, Mark},
title = {Low-Resource Semantic Role Labeling},
booktitle = {Proceedings of {ACL}},
month = {June},
year = {2014},
}
@inproceedings{gormley_nonconvex_2013,
author = {Gormley, Matthew R. and Eisner, Jason},
title = {Nonconvex Global Optimization for Latent-Variable Models},
booktitle = {Proceedings of {ACL}},
month = {August},
year = {2013},
}
@inproceedings{snyder_topic_2013,
author = {Snyder, Justin and Knowles, Rebecca and Dredze, Mark and Gormley, Matthew and Wolfe, Travis},
title = {Topic Models and Metadata for Visualizing Text Corpora},
booktitle = {Proceedings of the 2013 {NAACL} {HLT} Demonstration Session},
month = {June},
year = {2013},
}
@inproceedings{gormley_shared_2012,
author = {Gormley, Matthew R. and Dredze, Mark and {Van Durme}, Benjamin and Eisner, Jason},
title = {Shared Components Topic Models},
booktitle = {Proceedings of {NAACL}},
month = {June},
year = {2012},
}
@inproceedings{napoles_annotated_2012,
author = {Napoles, Courtney and Gormley, Matthew and {Van Durme}, Benjamin},
title = {Annotated Gigaword},
booktitle = {{AKBC-WEKEX} Workshop at {NAACL} 2012},
month = {June},
year = {2012},
}
@inproceedings{green_entity_2012,
author = {Spence Green and Nicholas Andrews and Matthew R. Gormley and Mark Dredze and Christopher D. Manning},
title = {Entity Clustering Across Languages},
booktitle = {Proceedings of {NAACL}},
month = {June},
year = {2012},
}
@inproceedings{gormley_shared_2011,
author = {Gormley, Matthew R. and Dredze, Mark and {Van Durme}, Benjamin and Eisner, Jason},
title = {Shared Components Topic Models with Application to Selectional Preference},
booktitle = {Proceedings of Learning Semantics Workshop at {NeurIPS} 2011},
month = {December},
year = {2011},
}
@techreport{green_cross-lingual_2011,
author = {Spence Green and Nicholas Andrews and Matthew R. Gormley and Mark Dredze and Christopher D. Manning},
title = {Cross-lingual Coreference Resolution: A New Task for Multilingual Comparable Corpora},
institution = {{HLTCOE}, Johns Hopkins University},
number = {6},
year = {2011}
}
@inproceedings{gormley_non-expert_2010,
author = {Gormley, Matthew R. and Gerber, Adam and Harper, Mary and Dredze, Mark},
title = {Non-Expert Correction of Automatically Generated Relation Annotations},
booktitle = {Proceedings of the {NAACL} {HLT} 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk},
month = {June},
year = {2010},
}