Publications

@article{lialin2023multimodal,
  title={Scalable and Accurate Self-Supervised Multimodal Representation Learning Without Aligned Video and Text Data},
  author={Vladislav Lialin, Stephen Rawls, David Chan, Shalini Ghosh, Anna Rumshisky, Wael Hamza},
  year={2019}}

@inproceedings{dupuy2022efficient,
  title={An Efficient DP-SGD Mechanism for Large Scale NLU Models},
  author={Dupuy, Christophe and Arava, Radhika and Gupta, Rahul and Rumshisky, Anna},
  booktitle={ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={4118--4122},
  year={2022},
  organization={IEEE}}

@article{data-gen,
  title={Controlled Data Generation via Insertion Operations for NLU},
  author={Manoj Kumar, Yuval Merhav, Haidar Khan, Rahul Gupta, Anna Rumshisky, and Wael Hamza},
  journal={In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Track, pages 54–61, Hybrid: Seattle, Washington + Online. Association for Computational Linguistics.},
  year={2022}}

@article{lin2022task,
  title={On Task-Adaptive Pretraining for Dialogue Response Selection},
  author={Lin, Tzu-Hsiang and Chi, Ta-Chung and Rumshisky, Anna},
  journal={arXiv preprint arXiv:2210.04073},
  year={2022}}

@inproceedings{auby2022wip,
  title={WIP: Using Machine Learning to Automate Coding of Student Explanations to Challenging Mechanics Concept Questions},
  author={Auby, Harpreet and Koretsky, Milo and Shivagunde, Namrata and Rumshisky, Anna},
  booktitle={2022 ASEE Annual Conference \& Exposition},
  year={2022}}

@article{soltan2022alexatm,
  title={Alexatm 20b: Few-shot learning using a large-scale multilingual seq2seq model},
  author={Soltan, Saleh and Ananthakrishnan, Shankar and FitzGerald, Jack and Gupta, Rahul and Hamza, Wael and Khan, Haidar and Peris, Charith and Rawls, Stephen and Rosenbaum, Andy and Rumshisky, Anna and others},
  journal={arXiv preprint arXiv:2208.01448},
  year={2022}}

@article{lehman2022learning,
  title={Learning to Ask Like a Physician},
  author={Lehman, Eric and Lialin, Vladislav and Legaspi, Katelyn Y and Sy, Anne Janelle R and Pile, Patricia Therese S and Alberto, Nicole Rose I and Ragasa, Richard Raymund R and Puyat, Corinna Victoria M and Alberto, Isabelle Rose I and Alfonso, Pia Gabrielle I and others},
  journal={In Proceedings of the 4th Clinical Natural Language Processing Workshop, pages 74–86, Seattle, WA. Association for Computational Linguistics.},
  year={2022}}

@article{sharma2022federated,
  title={Federated Learning with Noisy User Feedback},
  author={Sharma, Rahul and Ramakrishna, Anil and MacLaughlin, Ansel and Rumshisky, Anna and Majmudar, Jimit and Chung, Clement and Avestimehr, Salman and Gupta, Rahul},
  journal={arXiv preprint arXiv:2205.03092},
  year={2022}}

@article{kulshreshtha2022down,
  title={Down and Across: Introducing Crossword-Solving as a New NLP Benchmark},
  author={Kulshreshtha, Saurabh and Kovaleva, Olga and Shivagunde, Namrata and Rumshisky, Anna},
  journal={arXiv preprint arXiv:2205.10442},
  year={2022}}

@article{lialin2022life,
  title={Life after BERT: What do Other Muppets Understand about Language?},
  author={Lialin, Vladislav and Zhao, Kevin and Shivagunde, Namrata and Rumshisky, Anna},
  journal={arXiv preprint arXiv:2205.10696},
  year={2022}}

@inproceedings{kumar2022chasing,
  title={Chasing the tail with domain generalization: A case study on frequency-enriched datasets},
  author={Kumar, Manoj and Rumshisky, Anna and Gupta, Rahul},
  booktitle={Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing.},
  pages={1--11},
  year={2022}}

@article{burtsev2021multi,
  title={Multi-stream transformers},
  author={Burtsev, Mikhail and Rumshisky, Anna},
  journal={arXiv preprint arXiv:2107.10342},
  year={2021}
}}

@inproceedings{toutanova2021proceedings,
  title={Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies},
  author={Rumshisky, Anna and Zettlemoyer, Luke and Hakkani-Tur, Dilek},
  booktitle={Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies},
  year={2021}}

@article{kovaleva2021bert,
  title={BERT busters: Outlier dimensions that disrupt transformers},
  author={Kovaleva, Olga and Kulshreshtha, Saurabh and Rogers, Anna and Rumshisky, Anna},
  journal={arXiv preprint arXiv:2105.06990},
  year={2021}}

@article{boag2021hard,
  title={Hard for humans, hard for machines: predicting readmission after psychiatric hospitalization using narrative notes},
  author={Boag, William and Kovaleva, Olga and McCoy, Thomas H and Rumshisky, Anna and Szolovits, Peter and Perlis, Roy H},
  journal={Translational psychiatry},
  volume={11},
  number={1},
  pages={1--6},
  year={2021},
  publisher={Nature Publishing Group}}

@inproceedings{rogers2020guide,
  title={A guide to the dataset explosion in QA, NLI, and commonsense reasoning},
  author={Rogers, Anna and Rumshisky, Anna},
  booktitle={Proceedings of the 28th International Conference on Computational Linguistics: Tutorial Abstracts},
  pages={27--32},
  year={2020}}

@article{lialin2020update,
  title={Update frequently, update fast: Retraining semantic parsing systems in a fraction of time},
  author={Lialin, Vladislav and Goel, Rahul and Simanovsky, Andrey and Rumshisky, Anna and Shah, Rushin},
  journal={arXiv preprint arXiv:2010.07865},
  year={2020}}

@article{lialin2020continual,
  title={Continual Learning for Neural Semantic Parsing},
  author={Lialin, Vladislav and Goel, Rahul and Simanovsky, Andrey and Rumshisky, Anna and Shah, Rushin},
  year={2020}}

@article{luo20202019,
  title={The 2019 n2c2/UMass Lowell shared task on clinical concept normalization},
  author={Luo, Yen-Fu and Henry, Sam and Wang, Yanshan and Shen, Feichen and Uzuner, Ozlem and Rumshisky, Anna},
  journal={Journal of the American Medical Informatics Association},
  volume={27},
  number={10},
  pages={1529--e1},
  year={2020},
  publisher={Oxford Academic}}}

@inproceedings{kulshreshtha2020cross,
title={Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study},
author={Kulshreshtha, Saurabh and Garcia, Jose Luis Redondo and Chang, Ching Yun},
booktitle={Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings},
pages={933--942},
year={2020}}

@article{prasanna2020bert,
title={When BERT Plays the Lottery, All Tickets Are Winning},
author={Prasanna, Sai and Rogers, Anna and Rumshisky, Anna},
journal={arXiv preprint arXiv:2005.00561},
year={2020}
}

@inproceedings{rogers2020getting,
title={Getting Closer to AI Complete Question Answering: A Set of Prerequisite Real Tasks},
author={Rogers, A and Kovaleva, O and Downey, M and Rumshisky, A},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
year={2020}
}

@article{rogers2020primer,
title={A primer in bertology: What we know about how bert works},
author={Rogers, Anna and Kovaleva, Olga and Rumshisky, Anna},
journal={arXiv preprint arXiv:2002.12327},
year={2020}
}

 @inproceedings{kovaleva2020towards,
title={Towards Visual Dialog for Radiology},
author={Kovaleva, Olga and Shivade, Chaitanya and Kashyap, Satyananda and Kanjaria, Karina and Wu, Joy and Ballah, Deddeh and Coy, Adam and Karargyris, Alexandros and Guo, Yufan and Beymer, David Beymer and others},
booktitle={Proceedings of the 19th SIGBioMed Workshop on Biomedical Language Processing},
pages={60--69},
year={2020}
}

@inproceedings{kovaleva2019revealing,
title={Revealing the Dark Secrets of BERT},
author={Kovaleva, Olga and Romanov, Alexey and Rogers, Anna and Rumshisky, Anna},
booktitle={Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)},
pages={4356–4365},
year={2019}
}

@inproceedings{romanov2019s,
title={What's in a Name? Reducing Bias in Bios without Access to Protected Attributes},
author={Romanov, Alexey and De-Arteaga, Maria and Wallach, Hanna and Chayes, Jennifer and Borgs, Christian and Chouldechova, Alexandra and Geyik, Sahin and Kenthapadi, Krishnaram and Rumshisky, Anna and Kalai, Adam},
booktitle={Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)},
pages={4187–4195},
year={2019}
}

@inproceedings{romanov2019adversarial,
title={Adversarial Decomposition of Text Representation},
author={Romanov, Alexey and Rumshisky, Anna and Rogers, Anna and Donahue, David},
booktitle={Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)},
pages={815–825},
year={2019}
}

@article{rogers2019calls,
title={Calls to Action on Social Media: Potential for Censorship and Social Impact},
author={Rogers, Anna and Kovaleva, Olga and Rumshisky, Anna},
journal={EMNLP-IJCNLP 2019},
pages={36},
year={2019}
}

@article{luo2019hybrid,
title={A Hybrid Normalization Method for Medical Concepts in Clinical Narrative using Semantic Matching},
author={Luo, Yen-Fu and Sun, Weiyi and Rumshisky, Anna},
journal={AMIA Summits on Translational Science Proceedings},
volume={2019},
pages={732},
year={2019},
publisher={American Medical Informatics Association}
}

@article{luo2019mcn,
title={MCN: A Comprehensive Corpus for Medical Concept Normalization},
author={Luo, Yen-Fu and Sun, Weiyi and Rumshisky, Anna},
journal={Journal of biomedical informatics},
pages={103132},
year={2019},
publisher={Elsevier}
}

@article{lialin2020unet,
  title={Injecting Hierarchy with U-Net Transformers},
  author={Donahue, David., Lialin, Vladislav., & Rumshisky, Anna.},
  year={2019}}

@inproceedings{meng2018context,
title={Context-Aware Neural Model for Temporal Information Extraction},
author={Meng, Yuanliang and Rumshisky, Anna},
booktitle={Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
volume={1},
pages={527--536},
year={2018}
}

@inproceedings{kovaleva2018similarity,
title={Similarity-Based Reconstruction Loss for Meaning Representation},
author={Kovaleva, Olga and Rumshisky, Anna and Romanov, Alexey},
booktitle={Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing},
pages={4875–4880},
year={2018}
}

@article{meng_triad-based_2018,
author = “Meng, Yuanliang and Rumshisky, Anna”,
title = “Triad-based {Neural} {Network} for {Coreference} {Resolution}",
language = “en”,
journal = “Proceedings of COLING”,
year = “2018”,
pages = “9”
}

@article{rogers_whats_2018,
author = “Rogers, Anna and Ananthakrishna, Shashwath Hosur and Rumshisky, Anna”,
title = “What's in {Your} {Embedding}, {And} {How} {It} {Predicts} {Task} {Performance}",
language = “en”,
journal = “Proceedings of COLING”,
year = “2018”,
pages = “14”
}

@inproceedings{rogers2018rusentiment,
title={RuSentiment: An Enriched Sentiment Analysis Dataset for Social Media in Russian},
author={Rogers, Anna and Romanov, Alexey and Rumshisky, Anna and Volkova, Svitlana and Gronas, Mikhail and Gribov, Alex},
booktitle={Proceedings of the 27th International Conference on Computational Linguistics},
pages={755–763},
year={2018}
}

@inproceedings{meng2018automatic,
title={Automatic labeling of problem-solving dialogues for computational microgenetic learning analytics},
author={Meng, Yuanliang and Rumshisky, Anna and Sullivan, Florence},
booktitle={Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018)},
year={2018}
}

@inproceedings{potash_evaluating_2018,
author = “Potash, Peter and Romanov, Alexey and Rumshisky, Anna”,
address = “New Orleans”,
title = “Evaluating {Creative} {Language} {Generation}: {The} {Case} of {Rap} {Lyric} {Ghostwriting}",
booktitle = “Proceedings of the {Second} {Workshop} on {Stylistic} {Variation}",
publisher = “Association for Computational Linguistics”,
year = “2018”,
pages = “29--38”
}

@inproceedings{luo2018hybrid,
title={A Hybrid Method for Normalization of Medical Concepts in Clinical Narrative},
author={Luo, Yen-Fu and Sun, Weiyi and Rumshisky, Anna},
booktitle={2018 IEEE International Conference on Healthcare Informatics (ICHI)},
pages={392–393},
year={2018},
organization={IEEE}
}

@inproceedings{meng_temporal_2017,
author = “Meng, Yuanliang and Rumshisky, Anna and Romanov, Alexey”,
address = “Copenhagen, Denmark”,
title = “Temporal {Information} {Extraction} for {Question} {Answering} {Using} {Syntactic} {Dependencies} in an {LSTM}-based {Architecture}",
booktitle = “Proceedings of the 2017 {Conference} on {Empirical} {Methods} in {Natural} {Language} {Processing}",
publisher = “Association for Computational Linguistics”,
year = “2017”,
pages = “887–896”
}

@inproceedings{potash_towards_2017,
author = “Potash, Peter and Rumshisky, Anna”,
address = “Copenhagen, Denmark”,
title = “Towards {Debate} {Automation}: a {Recurrent} {Model} for {Predicting} {Debate} {Winners}",
booktitle = “Proceedings of the 2017 {Conference} on {Empirical} {Methods} in {Natural} {Language} {Processing}",
publisher = “Association for Computational Linguistics”,
year = “2017”,
pages = “2465–2475”
}

@inproceedings{potash2017here,
title={Here's My Point: Joint Pointer Architecture for Argument Mining},
author={Potash, Peter and Romanov, Alexey and Rumshisky, Anna},
booktitle={Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing},
pages={1364–1373},
year={2017}
}

@inproceedings{potash_length_2017,
author = “Potash, Peter and Bhattacharya, Robin and Rumshisky, Anna”,
address = “Taipei, Taiwan”,
title = “Length, {Interchangeability}, and {External} {Knowledge}: {Observations} from {Predicting} {Argument} {Convincingness}",
booktitle = “Proceedings of the {Eighth} {International} {Joint} {Conference} on {Natural} {Language} {Processing} ({Volume} 1: {Long} {Papers})",
publisher = “Asian Federation of Natural Language Processing”,
year = “2017”,
pages = “342–351”
}

@inproceedings{rumshisky_combining_2017,
author = “Rumshisky, Anna and Gronas, Mikhail and Potash, Peter and Dubov, Mikhail and Romanov, Alexey and Kulshreshtha, Saurabh and Gribov, Alex”,
editor = “Ciampaglia, Giovanni Luca and Mashhadi, Afra and Yasseri, Taha”,
address = “Cham”,
title = “Combining {Network} and {Language} {Indicators} for {Tracking} {Conflict} {Intensity}",
isbn = “978-3-319-67256-4”,
booktitle = “Social {Informatics}",
publisher = “Springer International Publishing”,
year = “2017”,
pages = “391–404”
}

@article{romanov_forced_2017,
author = “Romanov, Alexey and Rumshisky, Anna”,
title = “Forced to {Learn}: {Discovering} {Disentangled} {Representations} {Without} {Exhaustive} {Labels}",
shorttitle = “Forced to {Learn}",
journal = “ICLR”,
month = “May”,
year = “2017”
}

@article{boag2018cliner,
title={CliNER 2.0: Accessible and Accurate Clinical Concept Extraction},
author={Boag, Willie and Sergeeva, Elena and Kulshreshtha, Saurabh and Szolovits, Peter and Rumshisky, Anna and Naumann, Tristan},
year={2018}
}

@inproceedings{potash_semeval-2017_2017,
author = “Potash, Peter and Romanov, Alexey and Rumshisky, Anna”,
address = “Vancouver, Canada”,
title = “{SemEval}-2017 {Task} 6: \#{HashtagWars}: {Learning} a {Sense} of {Humor}",
doi = “10.18653/v1/S17-2004”,
booktitle = “Proceedings of the 11th {International} {Workshop} on {Semantic} {Evaluation} ({SemEval}-2017)",
publisher = “Association for Computational Linguistics”,
year = “2017”,
pages = “49–57”
}

@inproceedings{donahue_humorhawk_2017,
author = “Donahue, David and Romanov, Alexey and Rumshisky, Anna”,
address = “Vancouver, Canada”,
title = “{HumorHawk} at {SemEval}-2017 {Task} 6: {Mixing} {Meaning} and {Sound} for {Humor} {Recognition}",
doi = “10.18653/v1/S17-2010”,
booktitle = “Proceedings of the 11th {International} {Workshop} on {Semantic} {Evaluation} ({SemEval}-2017)",
publisher = “Association for Computational Linguistics”,
year = “2017”,
pages = “98–102”
}

@inproceedings{potash_tracking_2017,
author = “Potash, Peter and Romanov, Alexey and Gronas, Mikhail and Rumshisky, Anna and Gronas, Mikhail”,
address = “Copenhagen, Denmark”,
title = “Tracking {Bias} in {News} {Sources} {Using} {Social} {Media}: the {Russia}-{Ukraine} {Maidan} {Crisis} of 2013–2014”,
booktitle = “Proceedings of the 2017 {EMNLP} {Workshop}: {Natural} {Language} {Processing} meets {Journalism}",
publisher = “Association for Computational Linguistics”,
year = “2017”,
pages = “13–18”
}

@inproceedings{william_boag_mutt:_2016,
author = “{William Boag} and {Renan Campos} and {Kate Saenko} and {Anna Rumshisky}",
address = “Berlin, Germany”,
title = “{MUTT}: {Metric} {Unit} {TesTing} for {Language} {Generation} {Tasks}",
doi = “10.18653/v1/P16-1182”,
booktitle = “Proceedings of the 54th {Annual} {Meeting} of the {Association} for {Computational} {Linguistics} ({Volume} 1: {Long} {Papers})",
publisher = “Association for Computational Linguistics”,
year = “2016”,
pages = “1935–1943”
}

@inproceedings{potash2016simihawk,
title={Simihawk at semeval-2016 task 1: A deep ensemble system for semantic textual similarity},
author={Potash, Peter and Boag, William and Romanov, Alexey and Ramanishka, Vasili and Rumshisky, Anna},
booktitle={Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016)},
pages={741–748},
year={2016}
}

@article{potash_recommender_2016,
author = “Potash, Peter and Rumshisky, Anna”,
title = “Recommender System Incorporating User Personality Profile through Analysis of Written Reviews”,
language = “en”,
journal = “Proceedings of EMPIRE workshop at the ACM Conference on Recommender Systems”,
year = “2016”,
pages = “7”
}

@inproceedings{luo_interpretable_2016,
author = “Luo, Yen-Fu and Rumshisky, Anna”,
title = “Interpretable {Topic} {Features} for {Post}-{ICU} {Mortality} {Prediction}",
booktitle = “{AMIA} 2016, {American} {Medical} {Informatics} {Association} {Annual} {Symposium}, {Chicago}, {IL}, {USA}, {November} 12-16, 2016”,
year = “2016”
}

@article{rumshisky2016predicting,
title={Predicting early psychiatric readmission with natural language processing of narrative discharge summaries},
author={Rumshisky, Anna and Ghassemi, Marzyeh and Naumann, Tristan and Szolovits, Peter and Castro, VM and McCoy, TH and Perlis, RH},
journal={Translational psychiatry},
volume={6},
number={10},
pages={e921–e921},
year={2016},
publisher={Nature Publishing Group}
}

@inproceedings{potash2015ghostwriter,
title={Ghostwriter: Using an lstm for automatic rap lyric generation},
author={Potash, Peter and Romanov, Alexey and Rumshisky, Anna},
booktitle={Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing},
pages={1919–1924},
year={2015}
}

@inproceedings{boag2015twitterhawk,
title={TwitterHawk: A feature bucket based approach to sentiment analysis},
author={Boag, William and Potash, Peter and Rumshisky, Anna},
booktitle={Proceedings of the 9th International Workshop on Semantic Evaluation (SemEval 2015)},
pages={640–646},
year={2015}
}

@inproceedings{luo2015catching,
title={Catching the Red Priest: Using Historical Editions of Encyclopaedia Britannica to Track the Evolution of Reputations},
author={Luo, Yen-Fu and Rumshisky, Anna and Gronas, Mikhail},
booktitle={Proceedings of the 9th SIGHUM Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities (LaTeCH)},
pages={1–9},
year={2015}
}

@article{boag_cliner:_2015,
author = “Boag, William and Wacome, Kevin and Naumann, Tristan and Rumshisky, Anna”,
title = “{CliNER}: {A} lightweight tool for clinical named entity recognition”,
journal = “AMIA Joint Summits on Clinical Research Informatics (poster)",
year = “2015”
}

@article{sun2015normalization,
title={Normalization of relative and incomplete temporal expressions in clinical narratives},
author={Sun, Weiyi and Rumshisky, Anna and Uzuner, Ozlem},
journal={Journal of the American Medical Informatics Association: JAMIA},
volume={22},
number={5},
pages={1001},
year={2015},
publisher={American Medical Informatics Association}
}

@article{zheng2015ease,
title={Ease of adoption of clinical natural language processing software: an evaluation of five systems},
author={Zheng, Kai and Vydiswaran, VG Vinod and Liu, Yang and Wang, Yue and Stubbs, Amber and Uzuner, {"O}zlem and Gururaj, Anupama E and Bayer, Samuel and Aberdeen, John and Rumshisky, Anna and others},
journal={Journal of biomedical informatics},
volume={58},
pages={S189–S196},
year={2015},
publisher={Elsevier}
}

@inproceedings{ghassemi2014unfolding,
title={Unfolding Physiological State: Mortality Modelling in Intensive Care Units},
author={Ghassemi, Marzyeh and Naumann, Tristan and Doshi-Velez, Finale and Brimmer, Nicole and Joshi, Rohit and Rumshisky, Anna and Szolovits, Peter},
booktitle={KDD: proceedings/International Conference on Knowledge Discovery & Data Mining. International Conference on Knowledge Discovery & Data Mining},
volume={2014},
pages={75},
year={2014},
organization={NIH Public Access}
}

@article{chasin2014word,
title={Word sense disambiguation in the clinical domain},
author={Chasin, Rachel and Rumshisky, Anna and Uzuner, Ozlem and Szolovits, Peter},
journal={Journal of the American Medical Informatics Association},
volume={21},
number={5},
pages={842–849},
year={2014}
}

@article{sun2013annotating,
title={Annotating temporal information in clinical narratives},
author={Sun, Weiyi and Rumshisky, Anna and Uzuner, Ozlem},
journal={Journal of Biomedical Informatics},
volume={46},
pages={S5–S12},
year={2013}
}

@article{rumshisky_bypassing_2013,
author = “Rumshisky, Anna and Chasin, Rachel and Potash, Peter”,
title = “Bypassing {Knowledge} {Acquisition} {Bottleneck} with {Bayesian} {Word} {Sense} {Induction}",
journal = “NIPS Workshop on Machine learning for Clinical Data Analys and Healthcare”,
year = “2013”
}

@article{sun2013evaluating,
title={Evaluating temporal relations in clinical text: 2012 i2b2 Challenge},
author={Sun, Weiyi and Rumshisky, Anna and Uzuner, Ozlem},
journal={Journal of the American Medical Informatics Association},
volume={20},
number={5},
pages={806–813},
year={2013},
publisher={BMJ Publishing Group BMA House, Tavistock Square, London, WC1H 9JR}
}

@inproceedings{chasin_mixing_2013,
author = “Chasin, Rachel and Rumshisky, Anna”,
address = “Pisa, Italy”,
title = “Mixing in some knowledge: {Enriched} {Context} {Patterns} for {Bayesian} {Word} {Sense} {Induction}",
booktitle = “Proceedings of the 6th {International} {Conference} on {Generative} {Approaches} to the {Lexicon} ({GL}2013)",
publisher = “Association for Computational Linguistics”,
year = “2013”,
pages = “84–91”
}

@article{sun2013temporal,
title={Temporal reasoning over clinical text: the state of the art},
author={Sun, Weiyi and Rumshisky, Anna and Uzuner, Ozlem},
journal={Journal of the American Medical Informatics Association},
volume={20},
number={5},
pages={814–819},
year={2013},
publisher={BMJ Publishing Group}
}

@article{ghassemi_topic_2012,
author = “Ghassemi, Marzyeh and Naumann, Tristan and Joshi, Rohit and Rumshisky, Anna”,
title = “Topic {Models} for {Mortality} {Modeling} in {Intensive} {Care} {Units}",
language = “en”,
journal = “ICML workshop on machine learning for Clinical Data Analysys”,
year = “2012”,
pages = “4”
}

@article{gronas_tracking_2012,
author = “Gronas, M and Rumshisky, A and Gabrovski, A and Kovaka, S and Chen, H”,
title = “Tracking the {History} of {Knowledge} {Using} {Historical} {Editions} of {Encyclopedia} {Britannica}",
language = “en”,
journal = “LREC Workshop on Adaptation of Language Resourses and Tools for Processing Cultural Heritage Objects”,
year = “2012”,
pages = “7”
}

@inproceedings{rumshisky2012using,
title={Using UMLS for Word Sense Disambiguation in Clinical Notes.},
author={Rumshisky, Anna and Chasin, Rachel and Uzuner, {"O}zlem and Szolovits, Peter},
booktitle={AMIA},
year={2012}
}

@inproceedings{rumshisky_word_2012,
author = “Rumshisky, Anna and Botchan, Nick and Kushkuley, Sophie and Pustejovsky, James”,
editor = “Chair), Nicoletta Calzolari (Conference and Choukri, Khalid and Declerck, Thierry and Doğan, Mehmet Uğur and Maegaard, Bente and Mariani, Joseph and Moreno, Asuncion and Odijk, Jan and Piperidis, Stelios”,
address = “Istanbul, Turkey”,
title = “Word {Sense} {Inventories} by {Non}-{Experts}.",
isbn = “978-2-9517408-7-7”,
language = “English”,
booktitle = “Proceedings of the {Eight} {International} {Conference} on {Language} {Resources} and {Evaluation} ({LREC}‘12)",
publisher = “European Language Resources Association (ELRA)",
month = “May”,
year = “2012”
}

@inproceedings{rumshisky_crowdsourcing_2011,
author = “Rumshisky, Anna”,
address = “Stroudsburg, PA, USA”,
series = “{LAW} {V} ‘11”,
title = “Crowdsourcing {Word} {Sense} {Definition}",
isbn = “978-1-932432-93-0”,
booktitle = “Proceedings of the 5th {Linguistic} {Annotation} {Workshop}",
publisher = “Association for Computational Linguistics”,
year = “2011”,
pages = “74–81”
}

@article{bratus2011domain,
title={Domain-specific entity extraction from noisy, unstructured data using ontology-guided search},
author={Bratus, Sergey and Rumshisky, Anna and Khrabrov, Alexy and Magar, Rajenda and Thompson, Paul},
journal={International Journal on Document Analysis and Recognition (IJDAR)},
volume={14},
number={2},
pages={201–211},
year={2011},
publisher={Springer}
}

@article{pustejovsky_mechanisms_2010,
author = “Pustejovsky, James and Rumshisky, Anna”,
title = “Mechanisms of {Sense} {Extension} in {Verbs}",
language = “en”,
journal = “Kampala: Menha Publishers”,
year = “2010”,
pages = “22”
}

@inproceedings{pustejovsky2009glml,
title={GLML: Annotating argument selection and coercion},
author={Pustejovsky, James and Rumshisky, Anna and Moszkowicz, Jessica L and Batiukova, Olga},
booktitle={Proceedings of the Eighth International Conference on Computational Semantics},
pages={169–180},
year={2009},
organization={Association for Computational Linguistics}
}

@inproceedings{pustejovsky_semeval-2010_2009,
author = “Pustejovsky, James and Rumshisky, Anna”,
address = “Boulder, Colorado”,
title = “{SemEval}-2010 {Task} 7: {Argument} {Selection} and {Coercion}",
booktitle = “Proceedings of the {Workshop} on {Semantic} {Evaluations}: {Recent} {Achievements} and {Future} {Directions} ({SEW}-2009)",
publisher = “Association for Computational Linguistics”,
year = “2009”,
pages = “88–93”
}

@article{rumshisky_holy_2009,
author = “Rumshisky, Anna and Verhagen, Marc and Moszkowicz, Jessica L”,
title = “The {Holy} {Grail} of {Sense} {Definition}: {Creating} a {Sense}-{Disambiguated} {Corpus} from {Scratch}",
language = “en”,
journal = “Fifth International Workshop on generative Approaches to the Lexicon”,
year = “2009”,
pages = “8”
}

@inproceedings{bratus2009using,
title={Using domain knowledge for ontology-guided entity extraction from noisy, unstructured text data},
author={Bratus, Sergey and Rumshisky, Anna and Magar, Rajendra and Thompson, Paul},
booktitle={Proceedings of The Third Workshop on Analytics for Noisy Unstructured Text Data},
pages={101–106},
year={2009},
organization={ACM}
}

@article{rumshisky_using_2009,
author = “Rumshisky, Anna and Grinberg, Victor A”,
title = “Using semantics of the arguments for predicate sense induction”,
language = “en”,
journal = “Fifth International Workshop on generative Approaches to the Lexicon”,
year = “2009”,
pages = “8”
}

@article{pustejovsky2008between,
title={Between Chaos and Structure: Interpreting Lexical Data Through a Theoretical Lens.},
author={Pustejovsky, James and Rumshisky, Anna},
journal={International Journal of Lexicography},
volume={21},
number={3},
year={2008}
}

@inproceedings{rumshisky2008polysemy,
title={Polysemy in verbs: systematic relations between senses and their effect on annotation},
author={Rumshisky, Anna and Batiukova, Olga},
booktitle={Proceedings of the Workshop on Human Judgements in Computational Linguistics},
pages={33–41},
year={2008},
organization={Association for Computational Linguistics}
}

@article{rumshisky_resolving_2008,
author = “Rumshisky, Anna”,
title = “Resolving {Polysemy} in {Verbs}: {Contextualized} {Distributional} {Approach} to {Argument} {Semantics}",
abstract = “Natural language is characterized by a high degree of polysemy, and the majority of content words accept multiple interpretations. Native speakers rely on context to assign the correct sense to each word in an utterance. Natural language processing (NLP) applications, such as the automated word sense disambiguation, require the ability to identify correctly context elements that activate each sense. Our goal in this work is to address the problem of contrasting semantics of the arguments as the source of meaning differentiation for the predicate. We show how the use of insight about the data can help design a targeted distributional approach to this problem. We consider the bidirectional nature of selection processes between the predicate and its arguments and the related problem of overlapping senses. The same sense of a polysemous predicate is often activated by semantically diverse arguments. We introduce the notion of contextualized distributional similarity between such elements, defined with respect to the particular context provided by the predicate. We define the relation of selectional equivalence for predicates, and present an automatic method for clustering both the arguments that activate the same sense of the target predicate and the selectional equivalents of that sense. The proposed method relies exclusively on distributional information, intentionally eschewing the use of human-constructed knowledge sources.",
language = “en”,
year = “2008”,
pages = “27”
}

@article{havasi_evaluation_2007,
author = “Havasi, Catherine and Rumshisky, Anna and Pustejovsky, James”,
title = “An {Evaluation} of the {Brandeis} {Semantic} {Ontology}",
language = “en”,
journal = “Forth International workshop on Generative Approaches to the Lexicon”,
year = “2007”,
pages = “8”
}

@article{rumshisky_detecting_2007,
author = “Rumshinsky, Anna and Grinberg, Victor A and Pustejovsky, James”,
title = “Detecting selectional behavior of complex types in text”,
language = “en”,
journal = “Forth International workshop on Generative Approaches to the Lexicon”,
year = “2007”,
pages = “10”
}

@inproceedings{wellner_classification_2006,
author = “Wellner, Ben and Pustejovsky, James and Havasi, Catherine and Rumshisky, Anna and Sauri, Roser”,
address = “Sydney, Australia”,
series = “{SigDIAL} ‘06”,
title = “Classification of {Discourse} {Coherence} {Relations}: {An} {Exploratory} {Study} {Using} {Multiple} {Knowledge} {Sources}",
isbn = “1-932432-71-X”,
booktitle = “Proceedings of the 7th {SIGdial} {Workshop} on {Discourse} and {Dialogue}",
publisher = “Association for Computational Linguistics”,
year = “2006”,
pages = “117–125”
}

@article{rumshisky_constructing_2006,
author = “Rumshisky, Anna”,
title = “Constructing a {Corpus}-based {Ontology} {Using} {Model} {Bias}",
language = “en”,
journal = “FLAIRS”,
year = “2006”,
pages = “6”
}

@inproceedings{rumshisky2006inducing,
title={Inducing Sense-Discriminating Context Patterns from Sense-Tagged Corpora.},
author={Rumshisky, Anna and Pustejovsky, James},
booktitle={LREC},
pages={837–840},
year={2006},
organization={Citeseer}
}

@article{pustejovsky_towards_2006,
author = “Pustejovsky, James and Havasi, Catherine and Littman, Jessica and Rumshisky, Anna and Verhagen, Marc”,
title = “Towards a {Generative} {Lexical} {Resource}: {The} {Brandeis} {Semantic} {Ontology}",
language = “en”,
journal = “LREC”,
year = “2006”,
pages = “4”
}

@inproceedings{verhagen2005automating,
title={Automating temporal annotation with TARSQI},
author={Verhagen, Marc and Mani, Inderjeet and Sauri, Roser and Littman, Jessica and Knippen, Robert and Jang, Seok B and Rumshisky, Anna and Phillips, John and Pustejovsky, James},
booktitle={Proceedings of the ACL Interactive Poster and Demonstration Sessions},
pages={81–84},
year={2005}
}

@inproceedings{pustejovsky2004automated,
title={Automated induction of sense in context},
author={Pustejovsky, James and Hanks, Patrick and Rumshisky, Anna},
booktitle={Proceedings of the 20th international conference on Computational Linguistics},
pages={924},
year={2004},
organization={Association for Computational Linguistics}
}

@article{pustejovsky_extraction_2002,
author = “Pustejovsky, James and Castano, Jose and Cochran, Brent and Kotecki, Maciej and Morrell, Michael and Rumshisky, Anna”,
title = “Extraction and {Disambiguation} of {Acronym} {Meaning}-{Pairs} in {Medline}",
language = “en”,
journal = “MedInfo”,
year = “2002”,
pages = “11”
}

@inproceedings{pustejovsky2002medstract,
title={Medstract: creating large-scale information servers for biomedical libraries},
author={Pustejovsky, James and Castano, Jos{'e} and Sauri, Roser and Rumshinsky, A and Zhang, Jason and Luo, Wei},
booktitle={Proceedings of the ACL-02 workshop on Natural language processing in the biomedical domain-Volume 3},
pages={85–92},
year={2002},
organization={Association for Computational Linguistics}
}

@article{pustejovsky_rerendering_2002,
author = “Pustejovsky, James and Rumshisky, Anna and Castano, Jose M.",
title = “Rerendering {Semantic} {Ontologies}: {Automatic} {Extensions} to {UMLS} through {Corpus} {Analytics}",
volume = “cs.CL/0209003”,
journal = “CoRR”,
year = “2002”
}