% 2019 @inproceedings{Feng:Boyd-Graber-2019, Author = {Shi Feng and Jordan Boyd-Graber}, Url = {docs/2019_iui_augment.pdf}, Booktitle = {Intelligent User Interfaces}, Location = {Los Angeles, CA}, Year = {2019}, Title = {What AI can do for me: Evaluating Machine Learning Interpretations in Cooperative Play}, } % 2018 @inbook{Boyd-Graber:Feng:Rodriguez-2018, Publisher = {Springer Verlag}, Author = {Jordan Boyd-Graber and Shi Feng and Pedro Rodriguez}, Url = {docs/2018_nips_qbcomp.pdf}, Booktitle = {The NIPS '17 Competition: Building Intelligent Systems}, Title = {Human-Computer Question Answering: The Case for Quizbowl}, Year = {2018}, Editor = {Sergio Escalera and Markus Weimer}, } @article{Gerow:Hu:Boyd-Graber:Blei:Evans-2018, Author = {Aaron Gerow and Yuening Hu and Jordan Boyd-Graber and David M. Blei and James A. Evans}, Journal = {Proceedings of the National Academies of Science}, Year = {2018}, Title = {Measuring Discursive Influence Across Scholarship}, } @inproceedings{Iyyer:Manjunatha:Boyd-Graber:Davis-2018, Author = {Mohit Iyyer and Varun Manjunatha and Jordan Boyd-Graber and Larry Davis}, Url = {docs/2018_naacl_colorization.pdf}, Booktitle = {North American Association of Computational Linguistics}, Year = {2018}, Title = {Learning to Color from Language}, } @inproceedings{Hao:Paul:Boyd-Graber-2018, Author = {Shudong Hao and Michael J. Paul and Jordan Boyd-Graber}, Url = {docs/2018_naacl_mltm_eval.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {New Orleans, LA}, Year = {2018}, Title = {Lessons from the Bible on Modern Topics: Multilingual Topic Model Evaluation on Low-Resource Languages}, } @inproceedings{Yuan:Van-Durme:Boyd-Graber-2018, Author = {Michelle Yuan and Benjamin {Van Durme} and Jordan Boyd-Graber}, Url = {docs/2018_neurips_mtanchor.pdf}, Booktitle = {Neural Information Processing Systems}, Location = {Montreal, Quebec}, Year = {2018}, Title = {Multilingual Anchoring: Interactive Topic Modeling and Alignment Across Languages}, } @inproceedings{Felt:Ringger:Seppi:Boyd-Graber-2018, Author = {Paul Felt and Eric Ringger and Kevin Seppi and Jordan Boyd-Graber}, Url = {docs/2018_coling_measurements.pdf}, Booktitle = {International Conference on Computational Linguistics}, Location = {Santa Fe, New Mexico}, Year = {2018}, Title = {Learning from Measurements in Crowdsourcing Models: Inferring Ground Truth from Diverse Annotation Types}, } @inproceedings{Smith:Kumar:Boyd-Graber:Seppi:Findlater-2018, Author = {Alison Smith and Varun Kumar and Jordan Boyd-Graber and Kevin Seppi and Leah Findlater}, Url = {docs/2018_iui_itm.pdf}, Booktitle = {Intelligent User Interfaces}, Year = {2018}, Title = {User-Centered Design and Evaluation of a Human-in-the-Loop Topic Modeling System}, } @inproceedings{Feng:Wallace:II:Rodriguez:Iyyer:Boyd-Graber-2018, Author = {Shi Feng and Eric Wallace and Alvin Grissom II and Pedro Rodriguez and Mohit Iyyer and Jordan Boyd-Graber}, Url = {docs/2018_emnlp_rs.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Brussels, Belgium}, Year = {2018}, Title = {Pathologies of Neural Models Make Interpretation Difficult}, } @inproceedings{Elgohary:Zhao:Boyd-Graber-2018, Author = {Ahmed Elgohary and Chen Zhao and Jordan Boyd-Graber}, Url = {docs/2018_emnlp_linked.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Brussels, Belgium}, Year = {2018}, Title = {Dataset and Baselines for Sequential Open-Domain Question Answering}, } @inproceedings{Stewart:Vogler:Hu:Boyd-Graber:Neubig-2018, Author = {Craig Stewart and Nikolai Vogler and Junjie Hu and Jordan Boyd-Graber and Graham Neubig}, Url = {docs/2018_acl_interpeval.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Melbourne, Australia}, Year = {2018}, Title = {Automatic Estimation of Simultaneous Interpreter Performance}, } @inproceedings{Zhang:Fujinuma:Boyd-Graber-2018, Author = {Mozhi Zhang and Yoshinari Fujinuma and Jordan Boyd-Graber}, Booktitle = {ACL Workshop on Deep Learning Approaches for Low-Resource Natural Language Processing}, Location = {Melbourne, Australia}, Year = {2018}, Title = {Exploiting Cross-Lingual Subword Similarities in Low-Resource Document Classification}, } @inproceedings{Wallace:Boyd-Graber-2018, Author = {Eric Wallace and Jordan Boyd-Graber}, Url = {http://aclweb.org/anthology/P18-3018}, Booktitle = {ACL Student Research Workshop}, Location = {Melbourne, Australia}, Year = {2018}, Title = {Trick Me If You Can: Adversarial Writing of Trivia Challenge Questions}, } % 2017 @article{Smith:Lee:Poursabzi-Sangdeh:Boyd-Graber:Seppi:Elmqvist:Findlater-2017, Volume = {5}, Author = {Alison Smith and Tak Yeon Lee and Forough Poursabzi-Sangdeh and Jordan Boyd-Graber and Kevin Seppi and Niklas Elmqvist and Leah Findlater}, Url = {docs/2017_tacl_eval_tm_viz.pdf}, Journal = {Transactions of the Association for Computational Linguistics}, Year = {2017}, Pages = {1--15}, Title = {Evaluating Visual Representations for Topic Understanding and Their Effects on Manually Generated Labels}, Abstract = {Probabilistic topic models are important tools for indexing, summarizing, and analyzing large document collections by their themes. However, promoting end-user understanding of topics remains an open research problem. We compare labels generated by users given four topic visualization techniques—word lists, word lists with bars, word clouds, and network graphs—against each other and against automatically generated labels. Our basis of comparison is participant ratings of how well labels describe documents from the topic. Our study has two phases: a labeling phase where participants label visualized topics and a validation phase where different participants select which labels best describe the topics' documents. Although all visualizations produce similar quality labels, simple visualizations such as word lists allow participants to quickly understand topics, while complex visualizations take longer but expose multi-word expressions that simpler visualizations obscure. Automatic labels lag behind user-created labels, but our dataset of manually labeled topics highlights linguistic patterns (e.g., hypernyms, phrases) that can be used to improve automatic topic labeling algorithms.}, } @article{Boyd-Graber-2017, Volume = {47}, Author = {Jordan Boyd-Graber}, Journal = {The Bridge}, Year = {2017}, Title = {Humans and Computers Working Together to Measure Machine Learning Interpretability}, Pages = {6--10}, } @article{Lee:Smith:Seppi:Elmqvist:Boyd-Graber:Findlater-2017, Author = {Tak Yeon Lee and Alison Smith and Kevin Seppi and Niklas Elmqvist and Jordan Boyd-Graber and Leah Findlater}, Url = {docs/2017_ijhcs_human_touch.pdf}, Journal = {International Journal of Human-Computer Studies}, Year = {2017}, Title = {The Human Touch: How Non-expert Users Perceive, Interpret, and Fix Topic Models}, Abstract = {Topic modeling is a common tool for understanding large bodies of text, but is typically provided as a “take it or leave it” proposition. Incorporating human knowledge in unsupervised learning is a promising approach to create high-quality topic models. Existing interactive systems and modeling algorithms support a wide range of refinement operations to express feedback. However, these systems’ interactions are primarily driven by algorithmic convenience, ignoring users who may lack expertise in topic modeling. To better understand how non-expert users understand, assess, and refine topics, we conduct two user studies—an in-person interview study and an online crowdsourced study. These studies demonstrate a disconnect between what non-expert users want and the complex, low-level operations that current interactive systems support. In particular, our findings include: (1) analysis of how non-expert users perceive topic models; (2) characterization of primary refinement operations expected by non-expert users and ordered by relative preference; (3) further evidence of the benefits of supporting users in directly refining a topic model; (4) design implications for future human-in-the-loop topic modeling interfaces.}, } @inproceedings{Lu:Lund:Boyd-Graber-2017, Author = {You Lu and Jeff Lund and Jordan Boyd-Graber}, Url = {docs/2017_emnlp_adagrad_olda.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Title = {Why ADAGRAD Fails for Online Topic Modeling}, Year = {2017}, Location = {Copenhagen, Denmark}, } @inproceedings{Nguyen:Boyd-Graber:Daume-III-2017, Author = {Khanh Nguyen and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Url = {docs/2017_emnlp_bandit_mt.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Copenhagen, Denmark}, Year = {2017}, Title = {Reinforcement Learning for Bandit Neural Machine Translation with Simulated Human Feedback}, } @inproceedings{Yang:Boyd-Graber:Resnik-2017, Author = {Weiwei Yang and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2017_emnlp_tree_prior.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Title = {Adapting Topic Models using Lexical Associations with Tree Priors}, Year = {2017}, Location = {Copenhagen, Denmark}, } @inproceedings{Iyyer:Manjunatha:Guha:Vyas:Boyd-Graber:Daume-III:Davis-2017, Author = {Mohit Iyyer and Varun Manjunatha and Anupam Guha and Yogarshi Vyas and Jordan Boyd-Graber and Hal {Daum\'{e} III} and Larry Davis}, Url = {docs/2017_cvpr_comics.pdf}, Booktitle = {Computer Vision and Pattern Recognition}, Year = {2017}, Title = {The Amazing Mysteries of the Gutter: Drawing Inferences Between Panels in Comic Book Narratives}, } @inproceedings{Smith:Kumar:Boyd-Graber:Seppi:Findlater-2017, Author = {Alison Smith and Varun Kumar and Jordan Boyd-Graber and Kevin Seppi and Leah Findlater}, Url = {http://visualization.ischool.uw.edu/hci_uncertainty/papers/Paper11.pdf}, Booktitle = {CHI 2017 Designing for Uncertainty Workshop}, Year = {2017}, Location = {Denver, CO}, Title = {Accounting for Input Uncertainty in Human-in-the-Loop Systems}, } @inproceedings{Lund:Cook:Seppi:Boyd-Graber-2017, Author = {Jeff Lund and Connor Cook and Kevin Seppi and Jordan Boyd-Graber}, Url = {docs/2017_acl_multiword_anchors.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Vancouver, British Columbia}, Year = {2017}, Title = {Tandem Anchoring: A Multiword Anchor Approach for Interactive Topic Modeling}, } @book{Boyd-Graber:Hu:Mimno-2017, Publisher = {NOW Publishers}, Title = {Applications of Topic Models}, Url = {http://www.nowpublishers.com/article/Details/INR-030}, Series = {Foundations and Trends in Information Retrieval}, Author = {Jordan Boyd-Graber and Yuening Hu and David Mimno}, Number = {2--3}, Volume = {11}, Year = {2017}, Editor = {Doug Oard}, } % 2016 @inproceedings{He:Boyd-Graber:Daume-III-2016, Author = {He He and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Url = {docs/2016_naacl_interpretese.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {San Diego, CA}, Year = {2016}, Title = {Interpretese vs. Translationese: The Uniqueness of Human Strategies in Simultaneous Interpretation}, } @inproceedings{Iyyer:Guha:Chaturvedi:Boyd-Graber:Daume-III-2016, Author = {Mohit Iyyer and Anupam Guha and Snigdha Chaturvedi and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Url = {docs/2016_naacl_relationships.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {San Diego, CA}, Year = {2016}, Title = {Feuding Families and Former Friends: Unsupervised Learning for Dynamic Fictional Relationships}, } @inproceedings{Sultan:Boyd-Graber:Sumner-2016, Author = {Md Arafat Sultan and Jordan Boyd-Graber and Tamara Sumner}, Url = {docs/2016_naacl_sts.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {San Diego, CA}, Year = {2016}, Title = {Bayesian Supervised Domain Adaptation for Short Text Similarity}, } @inproceedings{Guha:Iyyer:Boyd-Graber-2016, Author = {Anupam Guha and Mohit Iyyer and Jordan Boyd-Graber}, Url = {docs/2016_naacl_paintings.pdf}, Booktitle = {NAACL Human-Computer Question Answering Workshop}, Location = {San Diego, CA}, Year = {2016}, Title = {A Distorted Skull Lies in the Bottom Center: Identifying Paintings from Text Descriptions}, } @inproceedings{Yang:Boyd-Graber:Resnik-2016, Author = {Weiwei Yang and Jordan Boyd-Graber and Philip Resnik}, Booktitle = {Mid-Atlantic Student Colloquium on Speech, Language, and Learning}, Location = {Philadephia}, Year = {2016}, Title = {Birds of a Feather in the Same Nest: A Discriminative Topic Model using Block-based Priors}, } @inproceedings{He:Boyd-Graber:Kwok:Daume-III-2016, Author = {He He and Jordan Boyd-Graber and Kevin Kwok and Hal {Daum\'{e} III}}, Url = {docs/2016_icml_opponent.pdf}, Booktitle = {International Conference on Machine Learning}, Location = {New York, NY}, Year = {2016}, Title = {Opponent Modeling in Deep Reinforcement Learning}, } @inproceedings{Grissom-II:Orita:Boyd-Graber-2016, Author = {Alvin {Grissom II} and Naho Orita and Jordan Boyd-Graber}, Url = {docs/2016_conll_verbpred.pdf}, Booktitle = {Conference on Computational Natural Language Learning}, Location = {Berlin, Germany}, Year = {2016}, Title = {Incremental Prediction of Sentence-final Verbs}, } @inproceedings{Smith:Lee:Poursabzi-Sangdeh:Boyd-Graber:Seppi:Elmqvist:Findlater-2016, Author = {Alison Smith and Tak Yeon Lee and Forough Poursabzi-Sangdeh and Jordan Boyd-Graber and Kevin Seppi and Niklas Elmqvist and Leah Findlater}, Booktitle = {CHI Human Centred Machine Learning Workshop}, Year = {2016}, Location = {San Jose, CA}, Title = {Human-Centered and Interactive: Expanding the Impact of Topic Models}, } @inbook{Klochikhin:Boyd-Graber-2016, Publisher = {Taylor Francis}, Author = {Evgeny Klochikhin and Jordan Boyd-Graber}, Booktitle = {Big Data and Social Science Research: Theory and Practical Approaches}, Title = {Text Analysis}, Year = {2016}, Editor = {Julia Lane and Ian Foster and Rayid Ghani and Ron Jarmin and Frauke Kreuter}, } @inproceedings{Amiri:Resnik:Boyd-Graber:Daume-III-2016, Author = {Hadi Amiri and Philip Resnik and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Url = {docs/2016_acl_context_ae.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Berlin, Brandenburg}, Year = {2016}, Title = {Learning Text Pair Similarity with Context-sensitive Autoencoders}, } @inproceedings{Poursabzi-Sangdeh:Boyd-Graber:Findlater:Seppi-2016, Author = {Forough Poursabzi-Sangdeh and Jordan Boyd-Graber and Leah Findlater and Kevin Seppi}, Url = {docs/2016_acl_doclabel.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Berlin, Brandenburg}, Year = {2016}, Title = {ALTO: Active Learning with Topic Overviews for Speeding Label Induction and Document Labeling}, } @inproceedings{Yang:Boyd-Graber:Resnik-2016, Author = {Weiwei Yang and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2016_acl_docblock.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Berlin, Brandenburg}, Year = {2016}, Title = {A Discriminative Topic Model using Document Network Structure}, } % 2015 @inproceedings{Guha:Iyyer:Bouman:Boyd-Graber-2015, Author = {Anupam Guha and Mohit Iyyer and Danny Bouman and Jordan Boyd-Graber}, Url = {docs/2015_naacl_qb_coref.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {Denver, Colorado}, Year = {2015}, Title = {Removing the Training Wheels: A Coreference Dataset that Entertains Humans and Challenges Computers}, } @inproceedings{Nguyen:Boyd-Graber:Lund:Seppi:Ringger-2015, Author = {Thang Nguyen and Jordan Boyd-Graber and Jeff Lund and Kevin Seppi and Eric Ringger}, Url = {docs/2015_naacl_supervised_anchor.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {Denver, Colorado}, Year = {2015}, Title = {Is your anchor going up or down? {F}ast and accurate supervised topic models}, } @inproceedings{Boyd-Graber:Iyyer:He:Daume-III-2015, Author = {Jordan Boyd-Graber and Mohit Iyyer and He He and Hal {Daum\'{e} III}}, Booktitle = {Neural Information Processing Systems}, Location = {Montreal, Canada}, Year = {2015}, Title = {Interactive Incremental Question Answering}, } @inproceedings{Resnik:Armstrong:Claudino:Nguyen:Nguyen:Boyd-Graber-2015, Author = {Philip Resnik and William Armstrong and Leonardo Claudino and Thang Nguyen and Viet-An Nguyen and Jordan Boyd-Graber}, Booktitle = {NAACL Workshop on Cognitive Modeling and Computational Linguistics}, Location = {Denver, Colorado}, Year = {2015}, Title = {Beyond {LDA}: Exploring Supervised Topic Modeling for Depression-Related Language in Twitter}, } @inproceedings{Poursabzi-Sangdeh:Boyd-Graber-2015, Author = {Forough Poursabzi-Sangdeh and Jordan Boyd-Graber}, Booktitle = {NAACL Student Research Workshop}, Location = {Denver, CO}, Year = {2015}, Title = {Speeding Document Annotation with Topic Models}, } @inproceedings{Bach:Huang:Boyd-Graber:Getoor-2015, Author = {Stephen H. Bach and Bert Huang and Jordan Boyd-Graber and Lise Getoor}, Url = {docs/2015_icml_paired_dual.pdf}, Booktitle = {International Conference on Machine Learning}, Title = {Paired-Dual Learning for Fast Training of Latent Variable Hinge-Loss MRFs}, Year = {2015}, Location = {Lille, France}, } @inproceedings{He:Grissom-II:Boyd-Graber:Daume-III-2015, Author = {He He and Alvin {Grissom II} and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Url = {docs/2015_emnlp_rewrite.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Lisbon, Portugal}, Year = {2015}, Title = {Syntax-based Rewriting for Simultaneous Machine Translation}, } @inproceedings{Yang:Downey:Boyd-Graber-2015, Author = {Yi Yang and Doug Downey and Jordan Boyd-Graber}, Url = {docs/2015_emnlp_fast_priors.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Lisbon, Portugal}, Year = {2015}, Title = {Efficient Methods for Incorporating Knowledge into Topic Models}, } @inproceedings{Yang:Boyd-Graber:Resnik-2015, Author = {Weiwei Yang and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2015_emnlp_hinge_link.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Title = {Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors}, Year = {2015}, Location = {Lisbon, Portugal}, } @inproceedings{Felt:Ringger:Boyd-Graber:Seppi-2015, Author = {Paul Felt and Eric Ringger and Jordan Boyd-Graber and Kevin Seppi}, Url = {docs/2015_conll_cslda.pdf}, Booktitle = {Conference on Computational Natural Language Learning}, Location = {Beijing, China}, Year = {2015}, Title = {Making the Most of Crowdsourced Document Annotations: Confused Supervised {LDA}}, } @inproceedings{Nguyen:Boyd-Graber:Resnik:Miler-2015, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik and Kristina Miler}, Url = {docs/2015_acl_teaparty.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Beijing, China}, Year = {2015}, Title = {Tea Party in the House: A Hierarchical Ideal Point Topic Model and Its Application to Republican Legislators in the 112th Congress}, } @inproceedings{Niculae:Kumar:Boyd-Graber:Danescu-Niculescu-Mizil-2015, Author = {Vlad Niculae and Srijan Kumar and Jordan Boyd-Graber and Cristian Danescu-Niculescu-Mizil}, Url = {docs/2015_acl_diplomacy.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Beijing, China}, Year = {2015}, Title = {Linguistic Harbingers of Betrayal: A Case Study on an Online Strategy Game}, } @inproceedings{Iyyer:Manjunatha:Boyd-Graber:Daume-III-2015, Author = {Mohit Iyyer and Varun Manjunatha and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Url = {docs/2015_acl_dan.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Beijing, China}, Year = {2015}, Title = {Deep Unordered Composition Rivals Syntactic Methods for Text Classification}, } % 2014 @article{Zhai:Boyd-Graber:Cohen-2014, Publisher = {Association for Computational Linguistics}, Author = {Ke Zhai and Jordan Boyd-Graber and Shay B. Cohen}, Url = {docs/2014_tacl_ag_vb_online.pdf}, Journal = {Transactions of the Association for Computational Linguistics}, Year = {2014}, Title = {Online Adaptor Grammars with Hybrid Inference}, } @inproceedings{Glasgow:Fink:Boyd-Graber-2014, Author = {Kimberly Glasgow and Clay Fink and Jordan Boyd-Graber}, Url = {docs/2014_icwsm_grief.pdf}, Booktitle = {The International AAAI Conference on Weblogs and Social Media}, Location = {Ann Arbor}, Year = {2014}, Title = {Our grief is unspeakable: Measuring the community impact of a tragedy}, } @inproceedings{Nguyen:Boyd-Graber:Resnik:Chang-2014, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik and Jonathan Chang}, Url = {docs/2014_nips_l2h.pdf}, Booktitle = {Neural Information Processing Systems}, Location = {Montreal, Canada}, Year = {2014}, Title = {Learning a Concept Hierarchy from Multi-labeled Documents}, } @inproceedings{Iyyer:Boyd-Graber:Daume-III-2014, Author = {Mohit Iyyer and Jordan Boyd-Graber and Hal {Daum\'{e} III}}, Booktitle = {NIPS Workshop on Learning Semantics}, Location = {Montreal, Canada}, Year = {2014}, Title = {Generating Sentences from Semantic Vector Space Representations}, } @inproceedings{Chuang:Wilkerson:Weiss:Tingley:Stewart:Roberts:Poursabzi-Sangdeh:Grimmer:Findlater:Boyd-Graber:Heer-2014, Author = {Jason Chuang and John D. Wilkerson and Rebecca Weiss and Dustin Tingley and Brandon M. Stewart and Margaret E. Roberts and Forough Poursabzi-Sangdeh and Justin Grimmer and Leah Findlater and Jordan Boyd-Graber and Jeffrey Heer}, Booktitle = {NIPS Workshop on Human-Propelled Machine Learning}, Location = {Montreal, Canada}, Year = {2014}, Title = {Computer-Assisted Content Analysis: Topic Models for Exploring Multiple Subjective Interpretations}, } @article{Zhai:Boyd-Graber:Cohen-2014, Author = {Ke Zhai and Jordan Boyd-Graber and Shay B. Cohen}, Booktitle = {NIPS Workshop on Advances in Variational Inference}, Year = {2014}, Title = {Hybrid Online Inference with Adaptor Grammars}, } @article{Nguyen:Boyd-Graber:Resnik:Cai:Midberry:Wang-2014, Publisher = {Springer}, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik and Deborah Cai and Jennifer Midberry and Yuanxin Wang}, Url = {docs/2014_mlj_influencer.pdf}, Journal = {Machine Learning}, Title = {Modeling Topic Control to Detect Influence in Conversations using Nonparametric Topic Models}, Volume = {95}, Year = {2014}, Pages = {381--421}, } @article{Hu:Boyd-Graber:Satinoff:Smith-2014, Publisher = {Springer}, Author = {Yuening Hu and Jordan Boyd-Graber and Brianna Satinoff and Alison Smith}, Url = {docs/2014_mlj_itm.pdf}, Journal = {Machine Learning}, Title = {Interactive Topic Modeling}, Volume = {95}, Year = {2014}, Pages = {423--469}, } @inbook{Boyd-Graber:Mimno:Newman-2014, Publisher = {CRC Press}, Address = {Boca Raton, Florida}, Title = {Care and Feeding of Topic Models: Problems, Diagnostics, and Improvements}, Url = {docs/2014_book_chapter_care_and_feeding.pdf}, Series = {CRC Handbooks of Modern Statistical Methods}, Booktitle = {Handbook of Mixed Membership Models and Their Applications}, Author = {Jordan Boyd-Graber and David Mimno and David Newman}, Year = {2014}, Editor = {Edoardo M. Airoldi and David Blei and Elena A. Erosheva and Stephen E. Fienberg}, } @inproceedings{Nguyen:Boyd-Graber:Resnik-2014, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2014_emnlp_howto_gibbs.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Doha, Qatar}, Year = {2014}, Title = {Sometimes Average is Best: The Importance of Averaging for Prediction using MCMC Inference in Topic Modeling}, } @inproceedings{Grissom-II:He:Boyd-Graber:Morgan:Daume-III-2014, Author = {Alvin {Grissom II} and He He and Jordan Boyd-Graber and John Morgan and Hal {Daum\'{e} III}}, Url = {docs/2014_emnlp_simtrans.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Doha, Qatar}, Year = {2014}, Title = {Don't Until the Final Verb Wait: Reinforcement Learning for Simultaneous Machine Translation}, } @inproceedings{Iyyer:Boyd-Graber:Claudino:Socher:Daume-III-2014, Author = {Mohit Iyyer and Jordan Boyd-Graber and Leonardo Claudino and Richard Socher and Hal {Daum\'{e} III}}, Url = {docs/2014_emnlp_qb_rnn.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Doha, Qatar}, Year = {2014}, Title = {A Neural Network for Factoid Question Answering over Paragraphs}, } @inproceedings{Hu:Zhai:Eidelman:Boyd-Graber-2014, Author = {Yuening Hu and Ke Zhai and Vlad Eidelman and Jordan Boyd-Graber}, Url = {docs/2014_acl_ptlda_mt.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Baltimore, MD}, Year = {2014}, Title = {Polylingual Tree-Based Topic Models for Translation Domain Adaptation}, } @inproceedings{Iyyer:Enns:Boyd-Graber:Resnik-2014, Author = {Mohit Iyyer and Peter Enns and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2014_acl_rnn_ideology.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Baltimore, MD}, Year = {2014}, Title = {Political Ideology Detection Using Recursive Neural Networks}, } @inproceedings{Nguyen:Hu:Boyd-Graber-2014, Author = {Thang Nguyen and Yuening Hu and Jordan Boyd-Graber}, Url = {docs/2014_acl_anchor_reg.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Baltimore, MD}, Year = {2014}, Title = {Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms}, } @inproceedings{Smith:Chuang:Hu:Boyd-Graber:Findlater-2014, Author = {Alison Smith and Jason Chuang and Yuening Hu and Jordan Boyd-Graber and Leah Findlater}, Booktitle = {ACL Workshop on Workshop on Interactive Language Learning, Visualization, and Interfaces}, Location = {Baltimore, Maryland}, Year = {2014}, Title = {Concurrent Visualization of Relationships between Words and Topics in Topic Models}, } @inproceedings{Orita:Feldman:Boyd-Graber-2014, Author = {Naho Orita and Naomi Feldman and Jordan Boyd-Graber}, Booktitle = {ACL Workshop on Cognitive Modeling and Computational Linguistics}, Location = {Baltimore, Maryland}, Year = {2014}, Title = {Quantifying the role of discourse topicality in speakers' choices of referring expressions}, } % 2013 @inproceedings{Orita:McKeown:Feldman:Lidz:Boyd-Graber-2013, Author = {Naho Orita and Rebecca McKeown and Naomi H. Feldman and Jeffrey Lidz and Jordan Boyd-Graber}, Url = {docs/2013_cogsci_pronoun.pdf}, Booktitle = {Proceedings of the Cognitive Science Society}, Location = {Berlin, Germany}, Year = {2013}, Title = {Discovering Pronoun Categories using Discourse Information}, } @inproceedings{Nguyen:Hu:Boyd-Graber:Resnik-2013, Author = {Viet-An Nguyen and Yuening Hu and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2013_argviz.pdf}, Booktitle = {North American Association for Computational Linguistics}, Location = {Atlanta Georgia}, Year = {2013}, Title = {Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations}, } @inproceedings{Nguyen:Boyd-Graber:Resnik-2013, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/2013_shlda.pdf}, Booktitle = {Neural Information Processing Systems}, Title = {Lexical and Hierarchical Topic Regression}, Year = {2013}, Location = {Lake Tahoe, Nevada}, } @inproceedings{Hu:Boyd-Graber:Daume-III:Ying-2013, Author = {Yuening Hu and Jordan Boyd-Graber and Hal {Daum\'{e} III} and Z. Irene Ying}, Url = {docs/2013_coalescent.pdf}, Booktitle = {Neural Information Processing Systems}, Title = {Binary to Bushy: Bayesian Hierarchical Clustering with the Beta Coalescent}, Year = {2013}, } @inproceedings{Nguyen:Boyd-Graber:Chang:Resnik-2013, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Jonathan Chang and Philip Resnik}, Booktitle = {NIPS Workshop on Topic Models: Computation, Application, and Evaluation}, Location = {Lake Tahoe, Nevada}, Year = {2013}, Title = {Tree-Based Label Dependency Topic Models}, } @inproceedings{Hu:Zhai:Edelman:Boyd-Graber-2013, Author = {Yuening Hu and Ke Zhai and Vlad Edelman and Jordan Boyd-Graber}, Booktitle = {NIPS Workshop on Topic Models: Computation, Application, and Evaluation}, Location = {Lake Tahoe, Nevada}, Year = {2013}, Title = {Topic Models for Translation Domain Adaptation}, } @inproceedings{Nguyen:Hu:Boyd-Graber-2013, Author = {Thang Nguyen and Yuening Hu and Jordan Boyd-Graber}, Booktitle = {NIPS Workshop on Topic Models: Computation, Application, and Evaluation}, Location = {Lake Tahoe, Nevada}, Year = {2013}, Title = {Evaluating Regularized Anchor Words}, } @article{Nguyen:Boyd-Graber:Altschul-2013, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Stephen Altschul}, Url = {docs/2013_dp_protein.pdf}, Journal = {Journal of Computational Biology}, Number = {1}, Volume = {20}, Year = {2013}, Title = {Dirichlet Mixtures, the Dirichlet Process, and the Structure of Protein Space}, } @inproceedings{Zhai:Boyd-Graber-2013, Author = {Ke Zhai and Jordan Boyd-Graber}, Url = {docs/2013_icml_infvoc.pdf}, Booktitle = {International Conference on Machine Learning}, Year = {2013}, Title = {Online Topic Models with Infinite Vocabulary}, } @inproceedings{Boyd-Graber:Glasgow:Zajac-2013, Author = {Jordan Boyd-Graber and Kimberly Glasgow and Jackie Sauter Zajac}, Url = {docs/2013_spoiler.pdf}, Booktitle = {ASIST 2013: The 76th Annual Meeting of the American Society for Information Science and Technology}, Location = {Montreal, Canada}, Year = {2013}, Title = {Spoiler Alert: Machine Learning Approaches to Detect Social Media Posts with Revelatory Information}, } % 2012 @inproceedings{Sayeed:Boyd-Graber:Rusk:Weinberg-2012, Author = {Asad B. Sayeed and Jordan Boyd-Graber and Bryan Rusk and Amy Weinberg}, Url = {docs/srt_naacl_2012.pdf}, Booktitle = {North American Association of Computational Linguistics}, Location = {Montreal, CA}, Year = {2012}, Title = {Grammatical structures for word-level sentiment detection}, } @inproceedings{Nguyen:Boyd-Graber:Resnik-2012, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik}, Booktitle = {Mid-Atlantic Student Colloquium on Speech, Language, and Learning}, Year = {2012}, Title = {``I Want to Talk About, Again, My Record On Energy~\dots'': Modeling Topic Control in Conversations using Speaker-centric Nonparametric Topic Models}, } @inproceedings{Zhai:Boyd-Graber-2012, Author = {Ke Zhai and Jordan Boyd-Graber}, Booktitle = {Mid-Atlantic Student Colloquium on Speech, Language, and Learning}, Year = {2012}, Title = {Online Topic Model with Infinite Vocabulary}, } @inproceedings{Hu:Boyd-Graber-2012, Author = {Yuening Hu and Jordan Boyd-Graber}, Booktitle = {Mid-Atlantic Student Colloquium on Speech, Language, and Learning}, Year = {2012}, Title = {Bayesian Hierarchical Clustering with Beta Coalescents}, } @inproceedings{Hu:Zhai:Williamson:Boyd-Graber-2012, Author = {Yuening Hu and Ke Zhai and Sinead Williamson and Jordan Boyd-Graber}, Url = {docs/mtibp_icml_2012.pdf}, Booktitle = {International Conference of Machine Learning}, Location = {Edinburgh, Scotland}, Year = {2012}, Title = {Modeling Images using Transformed {I}ndian Buffet Processes}, } @inproceedings{Hu:Boyd-Graber-2012, Author = {Yuening Hu and Jordan Boyd-Graber}, Booktitle = {ICML Workshop on Machine Learning in Human Computation and Crowdsourcing}, Location = {Edinburgh, Scotland}, Year = {2012}, Title = {Suggesting Constraints for Interactive Topic Modeling}, } @inproceedings{Boyd-Graber:Satinoff:He:Daume-III-2012, Author = {Jordan Boyd-Graber and Brianna Satinoff and He He and Hal {Daum\'{e} III}}, Url = {docs/qb_emnlp_2012.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Jeju, South Korea}, Year = {2012}, Title = {Besting the Quiz Master: Crowdsourcing Incremental Classification Games}, } @inproceedings{Nguyen:Boyd-Graber:Resnik-2012, Author = {Viet-An Nguyen and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/acl_2012_sits.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Jeju, South Korea}, Year = {2012}, Title = {{SITS}: A Hierarchical Nonparametric Model using Speaker Identity for Topic Segmentation in Multiparty Conversations}, } @inproceedings{Eidelman:Boyd-Graber:Resnik-2012, Author = {Vladimir Eidelman and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/acl_2012_tm_for_mt.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Jeju, South Korea}, Year = {2012}, Title = {Topic Models for Dynamic Translation Model Adaptation}, } @inproceedings{Hu:Boyd-Graber-2012, Author = {Yuening Hu and Jordan Boyd-Graber}, Url = {docs/acl_2012_fttm.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Jeju, South Korea}, Year = {2012}, Title = {Efficient Tree-Based Topic Modeling}, } @inproceedings{Zhai:Boyd-Graber:Asadi:Alkhouja-2012, Author = {Ke Zhai and Jordan Boyd-Graber and Nima Asadi and Mohamad Alkhouja}, Url = {docs/mrlda.pdf}, Booktitle = {ACM International Conference on World Wide Web}, Title = {{Mr. LDA}: A Flexible Large Scale Topic Modeling Package using Variational Inference in MapReduce}, Year = {2012}, Location = {Lyon, France}, } % 2011 @inproceedings{Fleischmann:Templeton:Boyd-Graber-2011, Author = {Kenneth R. Fleischmann and Clay Templeton and Jordan Boyd-Graber}, Url = {docs/iconference-2011-learning.pdf}, Booktitle = {iConference}, Location = {Seattle, Washington}, Year = {2011}, Title = {Modeling Diverse Standpoints in Text Classification: Learning to Be Human by Modeling Human Values}, } @inproceedings{Templeton:Fleischmann:Boyd-Graber-2011, Author = {Clay Templeton and Kenneth R. Fleischmann and Jordan Boyd-Graber}, Url = {docs/iconference-2011-comparing.pdf}, Booktitle = {iConference}, Location = {Seattle, Washington}, Year = {2011}, Title = {Comparing Values and Sentiment Using Mechanical Turk}, } @inproceedings{Satinoff:Boyd-Graber-2011, Author = {Brianna Satinoff and Jordan Boyd-Graber}, Booktitle = {Workshop on Crowdsourcing Technologies for Language and Cognition Studies}, Location = {Boulder, CO}, Year = {2011}, Title = {Trivial Classification: What features do humans use for classification?}, } @inproceedings{Anand:King:Boyd-Graber:Wagner:Martell:Oard:Resnik-2011, Author = {Pranav Anand and Joseph King and Jordan Boyd-Graber and Earl Wagner and Craig Martell and Douglas W. Oard and Philip Resnik}, Url = {docs/persuasion.pdf}, Booktitle = {The AAAI 2011 workshop on Computational Models of Natural Argument}, Location = {San Francisco, CA}, Year = {2011}, Title = {Believe Me: We Can Do This!}, } @inproceedings{Boyd-Graber-2011, Author = {Jordan Boyd-Graber}, Url = {docs/2011_resources.pdf}, Booktitle = {NSF Workshop on Collaborative Annotation}, Location = {New York, New York}, Year = {2011}, Title = {Linguistic Resource Creation in a Web 2.0 World}, } @inbook{Nikolova:Boyd-Graber:Fellbaum-2011, Publisher = {Springer Verlag}, Address = {Heidelberg}, Title = {Collecting Semantic Similarity Ratings to Connect Concepts in Assistive Communication Tools}, Url = {docs/2011_book_chapter_evocation.pdf}, Series = {Studies in Computational Intelligence}, Booktitle = {Modeling, Learning and Processing of Text Technological Data Structures}, Author = {Sonya S. Nikolova and Jordan Boyd-Graber and Christiane Fellbaum}, Year = {2011}, Editor = {Angelika Storrer}, } @inproceedings{Templeton:Fleischmann:Boyd-Graber-2011, Author = {Clay Templeton and Kenneth R. Fleischmann and Jordan Boyd-Graber}, Url = {docs/simulating_audiences.pdf}, Booktitle = {IEEE International Conference on Social Computing}, Location = {Cambridge, MA}, Year = {2011}, Title = {Simulating Audiences: Automating Analysis of Values, Attitudes, and Sentiment}, } @inproceedings{Templeton:Brown:Battacharyya:Boyd-Graber-2011, Author = {Clay Templeton and Travis Brown and Sayan Battacharyya and Jordan Boyd-Graber}, Url = {docs/slda_civil_war.pdf}, Booktitle = {Chicago Colloquium on Digital Humanities and Computer Science}, Location = {Chicago, IL}, Year = {2011}, Title = {Mining the Dispatch under Supervision: Using Casualty Counts to Guide Topics from the Richmond Daily Dispatch Corpus}, } @inproceedings{Hu:Boyd-Graber:Satinoff-2011, Author = {Yuening Hu and Jordan Boyd-Graber and Brianna Satinoff}, Url = {docs/itm.pdf}, Booktitle = {Association for Computational Linguistics}, Location = {Portland, Oregon}, Year = {2011}, Title = {Interactive Topic Modeling}, } % 2010 @inproceedings{Hardisty:Boyd-Graber:Resnik-2010, Author = {Eric Hardisty and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/adapted_naive_bayes.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Cambridge, MA}, Year = {2010}, Title = {Modeling Perspective using Adaptor Grammars}, } @inproceedings{Boyd-Graber:Resnik-2010, Author = {Jordan Boyd-Graber and Philip Resnik}, Url = {docs/jbg-mlslda-2010.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Cambridge, MA}, Year = {2010}, Title = {Holistic Sentiment Analysis Across Languages: Multilingual Supervised Latent Dirichlet Allocation}, } @inproceedings{Madnani:Boyd-Graber:Resnik-2010, Author = {Nitin Madnani and Jordan Boyd-Graber and Philip Resnik}, Url = {docs/madnani-boyd-graber-turk-workshop.pdf}, Booktitle = {Creating Speech and Language Data With Amazon's Mechanical Turk}, Location = {Los Angeles, CA}, Year = {2010}, Title = {Measuring Transitivity Using Untrained Annotators}, } @phdthesis{Boyd-Graber-2010, School = {Princeton University}, Author = {Jordan Boyd-Graber}, Url = {docs/2010_jbg_thesis.pdf}, Year = {2010}, Title = {Linguistic Extensions of Topic Models}, } % 2009 @inproceedings{Boyd-Graber:Blei-2009, Author = {Jordan Boyd-Graber and David M. Blei}, Url = {docs/uai2009.pdf}, Booktitle = {Uncertainty in Artificial Intelligence}, Location = {Montreal, Quebec}, Year = {2009}, Title = {Multilingual Topic Models for Unaligned Text}, } @inproceedings{Nikolova:Boyd-Graber:Cook-2009, Publisher = {ACM}, Isbn = {978-1-60558-247-4}, Address = {New York, NY, USA}, Title = {The Design of ViVA: A Mixed-initiative Visual Vocabulary for Aphasia}, Url = {docs/viva.pdf}, Booktitle = {Proceedings of the 27th international conference extended abstracts on Human factors in computing systems}, Author = {Sonya S. Nikolova and Jordan Boyd-Graber and Perry Cook}, Year = {2009}, Location = {Boston, MA, USA}, Pages = {4015--4020}, } @inproceedings{Chang:Boyd-Graber:Wang:Gerrish:Blei-2009, Author = {Jonathan Chang and Jordan Boyd-Graber and Chong Wang and Sean Gerrish and David M. Blei}, Url = {docs/nips2009-rtl.pdf}, Booktitle = {Neural Information Processing Systems}, Location = {Vancouver, BC}, Year = {2009}, Title = {Reading Tea Leaves: How Humans Interpret Topic Models}, } @inproceedings{Chang:Boyd-Graber:Blei-2009, Author = {Jonathan Chang and Jordan Boyd-Graber and David M. Blei}, Url = {docs/kdd2009.pdf}, Booktitle = {Knowledge Discovery and Data Mining}, Title = {Connections between the Lines: Augmenting Social Networks with Text}, Year = {2009}, Location = {Paris, France}, } @inproceedings{Ma:Boyd-Graber:Nikolova:Cook-2009, Author = {Xiaojuan Ma and Jordan Boyd-Graber and Sonya S. Nikolova and Perry Cook}, Url = {docs/image_icon.pdf}, Booktitle = {ACM Conference on Computers and Accessibility}, Location = {Pittsburgh, PA}, Year = {2009}, Title = {Speaking Through Pictures: Images vs. Icons}, } @inproceedings{Nikolova:Boyd-Graber:Fellbaum:Cook-2009, Title = {Better Vocabularies for Assistive Communication Aids: Connecting Terms using Semantic Networks and Untrained Annotators}, Author = {Sonya S. Nikolova and Jordan Boyd-Graber and Christiane Fellbaum and Perry Cook}, Booktitle = {ACM Conference on Computers and Accessibility}, Year = {2009}, Url = {docs/evocation-viva.pdf}, Location = {Pittsburgh, PA}, } % 2008 @inproceedings{Boyd-Graber:Blei-2008, Author = {Jordan Boyd-Graber and David M. Blei}, Url = {docs/nips2008.pdf}, Booktitle = {Neural Information Processing Systems}, Location = {Vancouver, British Columbia}, Year = {2008}, Title = {Syntactic Topic Models}, } @inproceedings{Boyd-Graber:Blei-2008, Author = {Jordan Boyd-Graber and David M. Blei}, Booktitle = {NIPS Workshop on Unsupervised Latent Variable Models}, Location = {Whistler, Canada}, Year = {2008}, Title = {Multilingual Topic Models}, } @inproceedings{Chang:Boyd-Graber:Blei-2008, Author = {Jonathan Chang and Jordan Boyd-Graber and David M. Blei}, Booktitle = {3rd Annual Machine Learning Symposium}, Location = {New York, New York}, Year = {2008}, Title = {Discovering social networks from free text}, } % 2007 @inproceedings{Boyd-Graber:Blei:Zhu-2007, Author = {Jordan Boyd-Graber and David M. Blei and Xiaojin Zhu}, Url = {docs/jbg-EMNLP07.pdf}, Booktitle = {Empirical Methods in Natural Language Processing}, Location = {Prague, Czech Republic}, Year = {2007}, Title = {A Topic Model for Word Sense Disambiguation}, } @inproceedings{Boyd-Graber:Blei-2007, Author = {Jordan Boyd-Graber and David M. Blei}, Url = {docs/jbg-SEMEVAL07.pdf}, Booktitle = {4th International Workshop on Semantic Evaluations}, Location = {Prague, Czech Republic}, Year = {2007}, Title = {{PUTOP}: {T}urning Predominant Senses into a Topic Model for {WSD}}, } % 2006 @inproceedings{Boyd-Graber:Fellbaum:Osherson:Schapire-2006, Author = {Jordan Boyd-Graber and Christiane Fellbaum and Daniel Osherson and Robert Schapire}, Url = {docs/jbg-jeju.pdf}, Booktitle = {Proceedings of the Global {WordNet} Conference}, Location = {Jeju, South Korea}, Year = {2006}, Title = {Adding Dense, Weighted, Connections to {WordNet}}, } @inproceedings{Boyd-Graber:Nikolova:Moffatt:Kin:Lee:Mackey:Tremaine:Klawe-2006, Author = {Jordan Boyd-Graber and Sonya S. Nikolova and Karyn A. Moffatt and Kenrick C. Kin and Joshua Y. Lee and Lester W. Mackey and Marilyn M. Tremaine and Maria M. Klawe}, Url = {docs/paper673-boyd-graber.pdf}, Booktitle = {Computer-Human Interaction}, Location = {Montreal, Quebec}, Year = {2006}, Title = {Participatory design with proxies: {D}eveloping a desktop-{PDA} system to support people with aphasia}, } % 2003 @article{Geyken:Boyd-Graber-2003, Author = {Alexander Geyken and Jordan Boyd-Graber}, Url = {docs/idioms.pdf}, Journal = {Linguisticae Investigationes}, Title = {Automatic classification of multi-word expressions in print dictionaries}, Number = {2}, Volume = {26}, Year = {2003}, }