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Benchmarking Generalization via In-Context Instructions on 1,600+ Language Tasks


Apr 16, 2022
Yizhong Wang, Swaroop Mishra, Pegah Alipoormolabashi, Yeganeh Kordi, Amirreza Mirzaei, Anjana Arunkumar, Arjun Ashok, Arut Selvan Dhanasekaran, Atharva Naik, David Stap, Eshaan Pathak, Giannis Karamanolakis, Haizhi Gary Lai, Ishan Purohit, Ishani Mondal, Jacob Anderson, Kirby Kuznia, Krima Doshi, Maitreya Patel, Kuntal Kumar Pal, Mehrad Moradshahi, Mihir Parmar, Mirali Purohit, Neeraj Varshney, Phani Rohitha Kaza, Pulkit Verma, Ravsehaj Singh Puri, Rushang Karia, Shailaja Keyur Sampat, Savan Doshi, Siddhartha Mishra, Sujan Reddy, Sumanta Patro, Tanay Dixit, Xudong Shen, Chitta Baral, Yejin Choi, Hannaneh Hajishirzi, Noah A. Smith, Daniel Khashabi

* 16 pages, 9 figures 

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WALNUT: A Benchmark on Weakly Supervised Learning for Natural Language Understanding


Aug 28, 2021
Guoqing Zheng, Giannis Karamanolakis, Kai Shu, Ahmed Hassan Awadallah


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Self-Training with Weak Supervision


Apr 12, 2021
Giannis Karamanolakis, Subhabrata Mukherjee, Guoqing Zheng, Ahmed Hassan Awadallah

* Accepted to NAACL 2021 (Long Paper) 

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Detecting Foodborne Illness Complaints in Multiple Languages Using English Annotations Only


Oct 11, 2020
Ziyi Liu, Giannis Karamanolakis, Daniel Hsu, Luis Gravano

* Accepted for the 11th International Workshop on Health Text Mining and Information Analysis ([email protected] 2020) 

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Cross-Lingual Text Classification with Minimal Resources by Transferring a Sparse Teacher


Oct 06, 2020
Giannis Karamanolakis, Daniel Hsu, Luis Gravano

* Accepted to Findings of EMNLP 2020 (Long Paper) 

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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

* KDD 2020 

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TXtract: Taxonomy-Aware Knowledge Extraction for Thousands of Product Categories


May 01, 2020
Giannis Karamanolakis, Jun Ma, Xin Luna Dong

* Accepted to ACL 2020 (Long Paper) 

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Weakly Supervised Attention Networks for Fine-Grained Opinion Mining and Public Health


Sep 30, 2019
Giannis Karamanolakis, Daniel Hsu, Luis Gravano

* Accepted for the 5th Workshop on Noisy User-generated Text (W-NUT 2019), held in conjunction with EMNLP 2019 

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Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training


Sep 01, 2019
Giannis Karamanolakis, Daniel Hsu, Luis Gravano

* Accepted to EMNLP 2019 

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Item Recommendation with Variational Autoencoders and Heterogenous Priors


Oct 07, 2018
Giannis Karamanolakis, Kevin Raji Cherian, Ananth Ravi Narayan, Jie Yuan, Da Tang, Tony Jebara

* Accepted for the 3rd Workshop on Deep Learning for Recommender Systems (DLRS 2018), held in conjunction with the 12th ACM Conference on Recommender Systems (RecSys 2018) in Vancouver, Canada 

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