A Joint Model for Answer Sentence Ranking and Answer Extraction by Md Arafat Sultan, Vittorio Castelli, Radu Florian

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Provable Limitations of Acquiring Meaning from Ungrounded Form: What Will Future Language Models Understand? by William Merrill, Yoav Goldberg, Roy Schwartz, Noah A. Smith

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Visually Grounded Speech Models Have a Mutual Exclusivity Bias by Leanne Nortje, Dan Oneaţă, Yevgen Matusevych, Herman Kamper

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Modeling Semantic Relations Expressed by Prepositions by Vivek Srikumar, Dan Roth

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Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes by Ofer Sabo, Yanai Elazar, Yoav Goldberg, Ido Dagan

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Plato: A Selective Context Model for Entity Resolution by Nevena Lazic, Amarnag Subramanya, Michael Ringgaard, Fernando Pereira

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Improving Probability-based Prompt Selection Through Unified Evaluation and Analysis by Sohee Yang, Jonghyeon Kim, Joel Jang, Seonghyeon Ye, Hyunji Lee, Minjoon Seo

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ConvoSense: Overcoming Monotonous Commonsense Inferences for Conversational AI by Sarah E. Finch, Jinho D. Choi

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Whodunnit? Crime Drama as a Case for Natural Language Understanding by Lea Frermann, Shay B. Cohen, Mirella Lapata

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Learning to Remember Translation History with a Continuous Cache by Zhaopeng Tu, Yang Liu, Shuming Shi, Tong Zhang

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Enriching Word Vectors with Subword Information by Piotr Bojanowski, Edouard Grave, Armand Joulin, Tomas Mikolov

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Compositional Zero-Shot Domain Transfer with Text-to-Text Models by Fangyu Liu, Qianchu Liu, Shruthi Bannur, Fernando Pérez-García, Naoto Usuyama, Sheng Zhang, Tristan Naumann, Aditya Nori, Hoifung Poon, Javier Alvarez-Valle, Ozan Oktay, Stephanie L. Hyland

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Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals by Yanai Elazar, Shauli Ravfogel, Alon Jacovi, Yoav Goldberg

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Parsing entire discourses as very long strings: Capturing topic continuity in grounded language learning by Minh-Thang Luong, Michael C. Frank, Mark Johnson

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Efficient Methods for Natural Language Processing: A Survey by Marcos Treviso, Ji-Ung Lee, Tianchu Ji, Betty van Aken, Qingqing Cao, Manuel R. Ciosici, Michael Hassid, Kenneth Heafield, Sara Hooker, Colin Raffel, Pedro H. Martins, André F. T. Martins, Jessica Zosa Forde, Peter Milder, Edwin Simpson, Noam Slonim, Jesse Dodge, Emma Strubell, Niranjan Balasubramanian, Leon Derczynski, Iryna Gurevych, Roy Schwartz

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QED: A Framework and Dataset for Explanations in Question Answering by Matthew Lamm, Jennimaria Palomaki, Chris Alberti, Daniel Andor, Eunsol Choi, Livio Baldini Soares, Michael Collins

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On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs by Adina Williams, Ryan Cotterell, Lawrence Wolf-Sonkin, Damián Blasi, Hanna Wallach

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Learning End-to-End Goal-Oriented Dialog with Maximal User Task Success and Minimal Human Agent Use by Rajendran, Janarthanan, Ganhotra, Jatin, Polymenakos, Lazaros C.

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Minimally-Supervised Morphological Segmentation using Adaptor Grammars by Kairit Sirts, Sharon Goldwater

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MasakhaNER: Named Entity Recognition for African Languages by David Ifeoluwa Adelani, Jade Abbott, Graham Neubig, Daniel D’souza, Julia Kreutzer, Constantine Lignos, Chester Palen-Michel, Happy Buzaaba, Shruti Rijhwani, Sebastian Ruder, Stephen Mayhew, Israel Abebe Azime, Shamsuddeen H. Muhammad, Chris Chinenye Emezue, Joyce Nakatumba-Nabende, Perez Ogayo, Aremu Anuoluwapo, Catherine Gitau, Derguene Mbaye, Jesujoba Alabi, Seid Muhie Yimam, Tajuddeen Rabiu Gwadabe, Ignatius Ezeani, Rubungo Andre Niyongabo, Jonathan Mukiibi, Verrah Otiende, Iroro Orife, Davis David, Samba Ngom, Tosin Adewumi, Paul Rayson, Mofetoluwa Adeyemi, Gerald Muriuki, Emmanuel Anebi, Chiamaka Chukwuneke, Nkiruka Odu, Eric Peter Wairagala, Samuel Oyerinde, Clemencia Siro, Tobius Saul Bateesa, Temilola Oloyede, Yvonne Wambui, Victor Akinode, Deborah Nabagereka, Maurice Katusiime, Ayodele Awokoya, Mouhamadane MBOUP, Dibora Gebreyohannes, Henok Tilaye, Kelechi Nwaike, Degaga Wolde, Abdoulaye Faye, Blessing Sibanda, Orevaoghene Ahia, Bonaventure F. P. Dossou, Kelechi Ogueji, Thierno Ibrahima DIOP, Abdoulaye Diallo, Adewale Akinfaderin, Tendai Marengereke, Salomey Osei

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