Our Group Publications
(In reverse chronological order)
2023
- Entity-based SpanCopy for Abstractive Summarization to Improve the Factual ConsistencyXiao, Wen and Carenini, GiuseppeProceedings of the 4th Workshop on Computational Approaches to Discourse (CODI 2023)paper
2022
- Human Guided Exploitation of Interpretable Attention Patterns in Summarization and Topic SegmentationLi, Raymond and Xiao, Wen and Xing, Linzi and Wang, Lanjun and Murray, Gabriel and Carenini, GiuseppeProceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP)paper code
- CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingHuber, Patrick and Aghajanyan, Armen and Oguz, Barlas and Okhonko, Dmytro and Yih, Wen-tau and Gupta, Sonal and Chen, XilunFindings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)paper code
- Automatic Detection of Entity-Manipulated Text Using Factual KnowledgeJawahar, Ganesh and Abdul-Mageed, Muhammad and Lakshmanan, Laks V.S.Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL)paper
- AraT5: Text-to-Text Transformers for Arabic Language GenerationNagoudi, El Moatez Billah and Elmadany, AbdelRahim and Abdul-Mageed, MuhammadProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL)paper
- Dim Wihl Gat Tun: The case for linguistic expertise in NLP for under-documented languagesForbes, Clarissa and Samir, Farhan and Oliver, Bruce and Yang, Changbing and Coates, Edith and Nicolai, Garrett and Silfverberg, MiikkaFindings of ACLcode
- Towards Afrocentric NLP for African Languages: Where We Are and Where We Can GoAdebara, Ife and Abdul-Mageed, MuhammadProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL)paper
- Primer: Pyramid-based masked sentence pre-training for multi-document summarizationXiao, Wen and Beltagy, Iz and Carenini, Giuseppe and Cohan, ArmanProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL)paper
- Predicting Above-Sentence Discourse Structure using Distant Supervision from Topic SegmentationHuber, Patrick and Xing, Linzi and Carenini, GiuseppeProceedings of the 36th Conference on Artificial Intelligence (AAAI)paper
2021
- Estimating Patient Preferences for Drug Therapies from Online Text Using Aspect-Based Sentiment AnalysisDragojlovic, Nick and Johnson, David and Kopac, Nicola and Chen, Yifu and Lenzen, Marilyn and Le Huray, Sarah and Borle, Kennedy and Pollard, Samantha and George, Amy and Regier, Dean A and others42nd Annual Meeting of the Society for Medical Decision Makingpaper
- An Improved Attention for Visual Question AnsweringRahman, Tanzila and Chou, Shih-Han and Sigal, Leonid and Carenini, GiuseppeProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognitionpaper
- Unsupervised Learning of Discourse Structures using a Tree AutoencoderHuber, Patrick and Carenini, GiuseppeProceedings of the 35th Conference on Artificial Intelligence (AAAI)paper
- Exploring neural models for predicting dementia from languageKong, Weirui and Jang, Hyeju and Carenini, Giuseppe and Field, Thalia SComputer Speech & Languagepaper
- Tracking COVID-19 discourse on twitter in North America: Infodemiology study using topic modeling and aspect-based sentiment analysisJang, Hyeju and Rempel, Emily and Roth, David and Carenini, Giuseppe and Janjua, Naveed ZafarJournal of medical Internet researchpaper
- Abstract P63: Post-Stroke Cognitive Complaints and Normal MoCA Scores: A Possible Role for Machine Learning-Augmented Cognitive ScreeningField, Thalia S and Zhang, Ming and Jang, Hyeju and Rebchuk, Alexander D and Carenini, GiuseppeStrokepaper
- KW-ATTN: Knowledge Infused Attention for Accurate and Interpretable Text ClassificationJang, Hyeju and Bang, Seojin and Xiao, Wen and Carenini, Giuseppe and Ng, Raymond and ji Lee, YoungProceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architecturespaper
- Differentiating memory clinic patients and healthy volunteers using machine-learning analysis of speech and eye movements during a reading taskSoroski, Thomas and Barral, Oswald and Jang, Hyeju and Newton-Mason, Sally May and Shajan, Sheetal and Tutt, Pavan and Granby, Saffrin and Rizzo, Matteo and Chui, Diego and Teng, Minnie Y and othersAlzheimer’s & Dementiapaper
- Classification of Alzheimer’s Disease Leveraging Multi-task Machine Learning Analysis of Speech and Eye-Movement DataJang, Hyeju and Soroski, Thomas and Rizzo, Matteo and Barral, Oswald and Harisinghani, Anuj and Newton-Mason, Sally and Granby, Saffrin and da Cunha Vasco, Thiago Monnerat Stutz and Lewis, Caitlin and Tutt, Pavan and othersFrontiers in human neurosciencepaper
- Applications of aspect-based sentiment analysis on psychiatric clinical notes to study suicide in youthGeorge, Amy and Johnson, David and Carenini, Giuseppe and Eslami, Ali and Ng, Raymond and Portales-Casamar, ElodieAMIA annual symposium proceedingspaper
- ConVIScope: Visual Analytics for Exploring Patient ConversationsLi, Raymond and Hoque, Enamul and Carenini, Giuseppe and Lester, Richard and Chau, Raymond2021 IEEE Visualization Conference (VIS)paper
- Proceedings of the Third Workshop on New Frontiers in SummarizationCarenini, Giuseppe and Cheung, Jackie Chi Kit and Dong, Yue and Liu, Fei and Wang, LuProceedings of the Third Workshop on New Frontiers in Summarizationpaper
- T3-Vis: visual analytic for Training and fine-Tuning Transformers in NLPLi, Raymond and Xiao, Wen and Wang, Lanjun and Jang, Hyeju and Carenini, GiuseppeProceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrationspaper
- ARBERT & MARBERT: Deep Bidirectional Transformers for ArabicAbdul-Mageed, Muhammad and Elmadany, AbdelRahim and Nagoudi, El Moatez BillahProceedings of the ACL-IJCNLP 2021 Main Conference
- Improving Similar Language Translation With Transfer LearningAdebara, Ife and Abdul-Mageed, MuhammadProceedings of the Sixth Conference on Machine Translationpaper
2020
- NJM-Vis: interpreting neural joint models in NLPJohnson, David and Carenini, Giuseppe and Murray, GabrielProceedings of the 25th International Conference on Intelligent User Interfacespaper
- Exploratory analysis of COVID-19 related tweets in North America to inform public health institutesJang, Hyeju and Rempel, Emily and Carenini, Giuseppe and Janjua, NaveedarXiv preprint arXiv:2007.02452paper
- Non-Invasive classification of Alzheimer’s disease using eye tracking and languageBarral, Oswald and Jang, Hyeju and Newton-Mason, Sally and Shajan, Sheetal and Soroski, Thomas and Carenini, Giuseppe and Conati, Cristina and Field, ThaliaMachine Learning for Healthcare Conferencepaper
- Neural data-driven captioning of time-series line chartsSpreafico, Andrea and Carenini, GiuseppeProceedings of the International Conference on Advanced Visual Interfacespaper
- Improving context modeling in neural topic segmentationXing, Linzi and Hackinen, Brad and Carenini, Giuseppe and Trebbi, FrancescoProceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2020)paper code video
- From Sentiment Annotations to Sentiment Prediction through Discourse AugmentationHuber, Patrick and Carenini, GiuseppeProceedings of the 28th International Conference on Computational Linguistics (COLING)paper
- Systematically exploring redundancy reduction in summarizing long documentsXiao, Wen and Carenini, GiuseppeProceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2020)paper code slides video
- Machine learning analysis of speech and eye tracking data to distinguish Alzheimer’s clinic patients from healthy controls: Biomarkers: Searching for Alzheimer’s through the eyesField, Thalia S and Newton-Mason, Sally May and Shajan, Sheetal and Barral, Oswald and Jang, Hyeju and Soroski, Thomas and O’Neill, Zoe and Conati, Cristina and Carenini, GiuseppeAlzheimer’s & Dementiapaper
2019
- Modeling content and structure for abstractive review summarizationGerani, Shima and Carenini, Giuseppe and Ng, Raymond TComputer Speech & Languagepaper
- Interactive topic hierarchy revision for exploring a collection of online conversationsHoque, Enamul and Carenini, GiuseppeInformation Visualizationpaper
- Neural prediction of patient needs in an ovarian cancer online discussion forumJang, Hyeju and Lee, Young Ji and Carenini, Giuseppe and Ng, Raymond and Campbell, Grace and Ho, KendallCanadian Conference on Artificial Intelligencepaper
- Discourse analysis and its applicationsJoty, Shafiq and Carenini, Giuseppe and Ng, Raymond and Murray, GabrielProceedings of the 57th Annual Meeting of the Association for Computational Linguistics: Tutorial Abstractspaper
- Gaze analysis of user characteristics in magazine style narrative visualizationsToker, Dereck and Conati, Cristina and Carenini, GiuseppeUser Modeling and User-Adapted Interactionpaper
- A neural model for predicting dementia from languageKong, Weirui and Jang, Hyeju and Carenini, Giuseppe and Field, ThaliaMachine Learning for Healthcare Conferencepaper
- Comparing the intrinsic performance of clinical concept embeddings by their field of medicineNunez, John-Jose and Carenini, GiuseppeProceedings of the Tenth International Workshop on Health Text Mining and Information Analysis (LOUHI 2019)paper
- Proceedings of the 2nd Workshop on New Frontiers in SummarizationWang, Lu and Cheung, Jackie Chi Kit and Carenini, Giuseppe and Liu, FeiProceedings of the 2nd Workshop on New Frontiers in Summarizationpaper
- Octvis: ontology-based comparison of topic modelsGe, Amon and Jang, Hyeju and Carenini, Giuseppe and Ho, Kendall and Lee, Young Ji2019 IEEE Visualization Conference (VIS)paper
2018
- User-adaptive support for processing magazine style narrative visualizations: Identifying user characteristics that matterToker, Dereck and Conati, Cristina and Carenini, Giuseppe23rd International Conference on Intelligent User Interfacespaper
- NLP for conversations: Sentiment, summarization, and group dynamicsMurray, Gabriel and Carenini, Giuseppe and Joty, ShafiqProceedings of the 27th International Conference on Computational Linguistics: Tutorial Abstractspaper
- Discourse processing and its applications in text miningJoty, Shafiq and Carenini, Giuseppe and Ng, Raymond T and Murray, Gabriel2018 IEEE International Conference on Data Mining (ICDM)paper
- Identifying Language Features Associated with Needs of Ovarian Cancer Patients and Caregivers Using Social Media (Poster)Lee, Young Ji and Jang, Hyeju and Campbell, Grace and Carenini, Giuseppe and Thomas, Teresa and Donovan, HeidiINTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCERpaper
2017
- CQAVis: Visual text analytics for community question answeringHoque, Enamul and Joty, Shafiq and Marquez, Luis and Carenini, GiuseppeProceedings of the 22nd International Conference on Intelligent User Interfacespaper
- Domain adaptation for detecting mild cognitive impairmentMasrani, Vaden and Murray, Gabriel and Field, Thalia Shoshana and Carenini, GiuseppeCanadian Conference on Artificial Intelligencepaper
- Detecting dementia through retrospective analysis of routine blog posts by bloggers with dementiaMasrani, Vaden and Murray, Gabriel and Field, Thalia and Carenini, GiuseppeBioNLP 2017paper
- Automatic community creation for abstractive spoken conversations summarizationSingla, Karan and Stepanov, Evgeny and Bayer, Ali Orkan and Carenini, Giuseppe and Riccardi, GiuseppeProceedings of the workshop on new frontiers in summarizationpaper
- Multimedia Summary Generation from Online Conversations: Current Approaches and Future DirectionsHoque, Enamul and Carenini, GiuseppeProceedings of the Workshop on New Frontiers in Summarizationpaper
- Generating and Evaluating Summaries for Partial Email Threads: Conversational Bayesian Surprise and Silver StandardsJohnson, Jordon and Masrani, Vaden and Carenini, Giuseppe and Ng, RaymondProceedings of the 18th Annual SIGdial Meeting on Discourse and Dialoguepaper
- Exploring joint neural model for sentence level discourse parsing and sentiment analysisNejat, Bita and Carenini, Giuseppe and Ng, RaymondProceedings of the 18th Annual SIGdial Meeting on Discourse and Dialoguepaper
- Proceedings of the Workshop on New Frontiers in SummarizationWang, Lu and Cheung, Jackie Chi Kit and Carenini, Giuseppe and Liu, FeiProceedings of the Workshop on New Frontiers in Summarizationpaper
- [TD-P-002]: IMPROVING DIAGNOSTIC ACCURACY OF ALZHEIMER’S DISEASE FROM SPEECH ANALYSIS USING MARKERS OF HEMISPATIAL NEGLECTField, Thalia S and Masrani, Vaden and Murray, Gabriel and Carenini, GiuseppeAlzheimer’s & Dementiapaper
- Opinion summarization and visualizationMurray, Gabriel and Hoque, Enamul and Carenini, GiuseppeSentiment Analysis in Social Networkspaper
- Chat disentanglement: Identifying semantic reply relationships with random forests and recurrent neural networksMehri, Shikib and Carenini, GiuseppeProceedings of the Eighth International Joint Conference on Natural Language Processing (Volume 1: Long Papers)paper
2016
- Interactive topic modeling for exploring asynchronous online conversations: Design and evaluation of ConVisITHoque, Enamul and Carenini, GiuseppeACM Transactions on Interactive Intelligent Systems (TiiS)paper
- Multiconvis: A visual text analytics system for exploring a collection of online conversationsHoque, Enamul and Carenini, GiuseppeProceedings of the 21st international conference on intelligent user interfacespaper
- Exploring user-adaptive visualization techniques with Multi-Modal DocumentsToker, Dereck and Conati, Cristina and Carenini, Giuseppe and Munzner, Tamara and Enns, James
- An interactive system for exploring community question answering forumsHoque, Enamul and Joty, Shafiq and Màrquez, Lluı́s and Barrón-Cedeño, Alberto and Da San Martino, Giovanni and Moschitti, Alessandro and Nakov, Preslav and Romeo, Salvatore and Carenini, GiuseppeProceedings of COLING 2016, the 26th International Conference on Computational Linguistics: System Demonstrationspaper
- Training data enrichment for infrequent discourse relationsJiang, Kailang and Carenini, Giuseppe and Ng, RaymondProceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Paperspaper
- Proceedings of the 17th Annual Meeting of the Special Interest Group on Discourse and DialogueFernández, Raquel and Minker, Wolfgang and Carenini, Giuseppe and Higashinaka, Ryuichiro and Artstein, Ron and Gainer, AlesiaProceedings of the 17th Annual Meeting of the Special Interest Group on Discourse and Dialoguepaper
2015
- CODRA: A novel discriminative framework for rhetorical analysisJoty, Shafiq and Carenini, Giuseppe and Ng, Raymond TComputational Linguisticspaper
- Convisit: Interactive topic modeling for exploring asynchronous online conversationsHoque, Enamul and Carenini, GiuseppeProceedings of the 20th International Conference on Intelligent User Interfacespaper
2014
- Interactive exploration of asynchronous conversations: Applying a user-centered approach to design a visual text analytic systemHoque, Enamul and Carenini, Giuseppe and Joty, ShafiqProceedings of the Workshop on Interactive Language Learning, Visualization, and Interfacespaper
- Extractive summarization and dialogue act modeling on email threads: An integrated probabilistic approachOya, Tatsuro and Carenini, GiuseppeProceedings of the 15th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL)paper
- Abstractive summarization of spoken and written conversations based on phrasal queriesMehdad, Yashar and Carenini, Giuseppe and Ng, RaymondProceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)paper
- Convis: A visual text analytic system for exploring blog conversationsHoque, Enamul and Carenini, GiuseppeComputer Graphics Forumpaper
- Detecting disagreement in conversations using pseudo-monologic rhetorical structureAllen, Kelsey and Carenini, Giuseppe and Ng, RaymondProceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)paper
- Abstractive summarization of product reviews using discourse structureGerani, Shima and Mehdad, Yashar and Carenini, Giuseppe and Ng, Raymond and Nejat, BitaProceedings of the 2014 conference on empirical methods in natural language processing (EMNLP)paper
- A template-based abstractive meeting summarization: Leveraging summary and source text relationshipsOya, Tatsuro and Mehdad, Yashar and Carenini, Giuseppe and Ng, RaymondProceedings of the 8th International Natural Language Generation Conference (INLG)paper
2013
- Multi-document summarization of evaluative textCarenini, Giuseppe and Cheung, Jackie Chi Kit and Pauls, AdamComputational Intelligencepaper
- Combining intra-and multi-sentential rhetorical parsing for document-level discourse analysisJoty, Shafiq and Carenini, Giuseppe and Ng, Raymond and Mehdad, YasharProceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)paper
- Towards Topic Labeling with Phrase Entailment and Aggregation.Mehdad, Yashar and Carenini, Giuseppe and Ng, Raymond T and Joty, Shafiq RHLT-NAACLpaper
- Abstractive meeting summarization with entailment and fusionMehdad, Yashar and Carenini, Giuseppe and Tompa, Frank and Ng, RaymondProceedings of the 14th European Workshop on Natural Language Generationpaper
- Topic segmentation and labeling in asynchronous conversationsJoty, Shafiq and Carenini, Giuseppe and Ng, Raymond TJournal of Artificial Intelligence Researchpaper
2012
- Introduction to the Special Section on Intelligent Visual Interfaces for Text AnalysisLiu, Shixia and Zhou, Michelle X and Carenini, Giuseppe and Qu, HuaminACM Transactions on Intelligent Systems and Technology (TIST)paper
- Detecting informative blog comments using tree structured conditional random fieldsJin, Wei and Joty, Shafiq and Carenini, Giuseppe and Ng, RaymondNWNLP, Microsoft Research, Redmondpaper
- Using the omega index for evaluating abstractive community detectionMurray, Gabriel and Carenini, Giuseppe and Ng, RaymondProceedings of Workshop on Evaluation Metrics and System Comparison for Automatic Summarizationpaper
- A novel discriminative framework for sentence-level discourse analysisJoty, Shafiq and Carenini, Giuseppe and Ng, RaymondProceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learningpaper
- Methods for mining and summarizing text conversationsCarenini, Giuseppe and Murray, GabrialProceedings of the 35th international ACM SIGIR conference on Research and development in information retrievalpaper
- A Visual Interface for Analyzing Text ConversationsRashid, Shama and Carenini, Giuseppe and Ng, RaymondInternational Workshop on Business Intelligence for the Real-Time Enterprisepaper