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MS MARCO: Benchmarking Ranking Models in the Large-Data Regime


May 09, 2021
Nick Craswell, Bhaskar Mitra, Emine Yilmaz, Daniel Campos, Jimmy Lin


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Contextualized Query Embeddings for Conversational Search


Apr 18, 2021
Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin

* 8 pages 

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Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling


Apr 14, 2021
Sebastian Hofstätter, Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin, Allan Hanbury

* Accepted at SIGIR 2021 (Full Paper track) 

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A Replication Study of Dense Passage Retriever


Apr 12, 2021
Xueguang Ma, Kai Sun, Ronak Pradeep, Jimmy Lin


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Investigating the Limitations of Transformers with Simple Arithmetic Tasks


Mar 02, 2021
Rodrigo Nogueira, Zhiying Jiang, Jimmy Lin


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Investigating the Limitations of the Transformers with Simple Arithmetic Tasks


Feb 25, 2021
Rodrigo Nogueira, Zhiying Jiang, Jimmy Lin


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Significant Improvements over the State of the Art? A Case Study of the MS MARCO Document Ranking Leaderboard


Feb 25, 2021
Jimmy Lin, Daniel Campos, Nick Craswell, Bhaskar Mitra, Emine Yilmaz


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Pyserini: An Easy-to-Use Python Toolkit to Support Replicable IR Research with Sparse and Dense Representations


Feb 19, 2021
Jimmy Lin, Xueguang Ma, Sheng-Chieh Lin, Jheng-Hong Yang, Ronak Pradeep, Rodrigo Nogueira


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The Expando-Mono-Duo Design Pattern for Text Ranking with Pretrained Sequence-to-Sequence Models


Jan 14, 2021
Ronak Pradeep, Rodrigo Nogueira, Jimmy Lin


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Inserting Information Bottlenecks for Attribution in Transformers


Dec 27, 2020
Zhiying Jiang, Raphael Tang, Ji Xin, Jimmy Lin

* Accepted by EMNLP2020 Findings 

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Scientific Claim Verification with VERT5ERINI


Oct 22, 2020
Ronak Pradeep, Xueguang Ma, Rodrigo Nogueira, Jimmy Lin


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Distilling Dense Representations for Ranking using Tightly-Coupled Teachers


Oct 22, 2020
Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin


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Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network


Oct 15, 2020
Martin Gauch, Frederik Kratzert, Daniel Klotz, Grey Nearing, Jimmy Lin, Sepp Hochreiter


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Pretrained Transformers for Text Ranking: BERT and Beyond


Oct 13, 2020
Jimmy Lin, Rodrigo Nogueira, Andrew Yates


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Howl: A Deployed, Open-Source Wake Word Detection System


Aug 21, 2020
Raphael Tang, Jaejun Lee, Afsaneh Razi, Julia Cambre, Ian Bicking, Jofish Kaye, Jimmy Lin

* The first two authors contributed equally 

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To Paraphrase or Not To Paraphrase: User-Controllable Selective Paraphrase Generation


Aug 21, 2020
Mohan Zhang, Luchen Tan, Zhengkai Tu, Zihang Fu, Kun Xiong, Ming Li, Jimmy Lin


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Generalized and Scalable Optimal Sparse Decision Trees


Jul 17, 2020
Jimmy Lin, Chudi Zhong, Diane Hu, Cynthia Rudin, Margo Seltzer


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Covidex: Neural Ranking Models and Keyword Search Infrastructure for the COVID-19 Open Research Dataset


Jul 14, 2020
Edwin Zhang, Nikhil Gupta, Raphael Tang, Xiao Han, Ronak Pradeep, Kuang Lu, Yue Zhang, Rodrigo Nogueira, Kyunghyun Cho, Hui Fang, Jimmy Lin

* arXiv admin note: text overlap with arXiv:2004.05125 

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Generalized Optimal Sparse Decision Trees


Jun 15, 2020
Jimmy Lin, Chudi Zhong, Diane Hu, Cynthia Rudin, Margo Seltzer


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A Data Scientist's Guide to Streamflow Prediction


Jun 05, 2020
Martin Gauch, Jimmy Lin

* 9 pages, 2 figures 

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Query Reformulation using Query History for Passage Retrieval in Conversational Search


May 05, 2020
Sheng-Chieh Lin, Jheng-Hong Yang, Rodrigo Nogueira, Ming-Feng Tsai, Chuan-Ju Wang, Jimmy Lin

* 11 pages 

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SegaBERT: Pre-training of Segment-aware BERT for Language Understanding


Apr 30, 2020
He Bai, Peng Shi, Jimmy Lin, Luchen Tan, Kun Xiong, Wen Gao, Ming Li


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Showing Your Work Doesn't Always Work


Apr 28, 2020
Raphael Tang, Jaejun Lee, Ji Xin, Xinyu Liu, Yaoliang Yu, Jimmy Lin

* Accepted to ACL 2020 

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DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference


Apr 27, 2020
Ji Xin, Raphael Tang, Jaejun Lee, Yaoliang Yu, Jimmy Lin

* Accepted at ACL 2020 

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Rapidly Bootstrapping a Question Answering Dataset for COVID-19


Apr 23, 2020
Raphael Tang, Rodrigo Nogueira, Edwin Zhang, Nikhil Gupta, Phuong Cam, Kyunghyun Cho, Jimmy Lin


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Rapidly Deploying a Neural Search Engine for the COVID-19 Open Research Dataset: Preliminary Thoughts and Lessons Learned


Apr 10, 2020
Edwin Zhang, Nikhil Gupta, Rodrigo Nogueira, Kyunghyun Cho, Jimmy Lin


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Semantics of the Unwritten


Apr 05, 2020
He Bai, Peng Shi, Jimmy Lin, Luchen Tan, Kun Xiong, Wen Gao, Jie Liu, Ming Li


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Conversational Question Reformulation via Sequence-to-Sequence Architectures and Pretrained Language Models


Apr 04, 2020
Sheng-Chieh Lin, Jheng-Hong Yang, Rodrigo Nogueira, Ming-Feng Tsai, Chuan-Ju Wang, Jimmy Lin


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TTTTTackling WinoGrande Schemas


Mar 18, 2020
Sheng-Chieh Lin, Jheng-Hong Yang, Rodrigo Nogueira, Ming-Feng Tsai, Chuan-Ju Wang, Jimmy Lin


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Document Ranking with a Pretrained Sequence-to-Sequence Model


Mar 14, 2020
Rodrigo Nogueira, Zhiying Jiang, Jimmy Lin


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