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Andrew McCallum

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Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks

Sep 17, 2020
Trapit Bansal, Rishikesh Jha, Tsendsuren Munkhdalai, Andrew McCallum

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A Simple Approach to Case-Based Reasoning in Knowledge Bases

Jun 25, 2020
Rajarshi Das, Ameya Godbole, Shehzaad Dhuliawala, Manzil Zaheer, Andrew McCallum

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AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types

Jun 24, 2020
Xin Luna Dong, Xiang He, Andrey Kan, Xian Li, Yan Liang, Jun Ma, Yifan Ethan Xu, Chenwei Zhang, Tong Zhao, Gabriel Blanco Saldana, Saurabh Deshpande, Alexandre Michetti Manduca, Jay Ren, Surender Pal Singh, Fan Xiao, Haw-Shiuan Chang, Giannis Karamanolakis, Yuning Mao, Yaqing Wang, Christos Faloutsos, Andrew McCallum, Jiawei Han

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ProtoQA: A Question Answering Dataset for Prototypical Common-Sense Reasoning

May 02, 2020
Michael Boratko, Xiang Lorraine Li, Rajarshi Das, Tim O'Gorman, Dan Le, Andrew McCallum

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Compact Representation of Uncertainty in Hierarchical Clustering

Feb 26, 2020
Craig S. Greenberg, Sebastian Macaluso, Nicholas Monath, Ji-Ah Lee, Patrick Flaherty, Kyle Cranmer, Andrew McGregor, Andrew McCallum

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Scalable Hierarchical Clustering with Tree Grafting

Dec 31, 2019
Nicholas Monath, Ari Kobren, Akshay Krishnamurthy, Michael Glass, Andrew McCallum

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Simultaneously Linking Entities and Extracting Relations from Biomedical Text Without Mention-level Supervision

Dec 02, 2019
Trapit Bansal, Pat Verga, Neha Choudhary, Andrew McCallum

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Overcoming Practical Issues of Deep Active Learning and its Applications on Named Entity Recognition

Nov 17, 2019
Haw-Shiuan Chang, Shankar Vembu, Sunil Mohan, Rheeya Uppaal, Andrew McCallum

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Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks

Nov 10, 2019
Trapit Bansal, Rishikesh Jha, Andrew McCallum

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Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering

Sep 17, 2019
Ameya Godbole, Dilip Kavarthapu, Rajarshi Das, Zhiyu Gong, Abhishek Singhal, Hamed Zamani, Mo Yu, Tian Gao, Xiaoxiao Guo, Manzil Zaheer, Andrew McCallum

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