Open-domain-QA

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Presentation slides of ODQA

Open-domain-QA 최신버젼 다운로드

최종 버전 다운로드 (.zip)

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# Open-domain QA
<img src="https://user-images.githubusercontent.com/38049006/151082971-28a58e31-4497-48af-8132-64c37164779b.png" width="200" height="200">
"Logo of DSQA"

This repo contains group presentation materials of [ACL 2020 tutorial: Open-Domain Question Answering](https://github.com/danqi/acl2020-openqa-tutorial).

## Members
(Korean alphabetical order) [Yookyung Kho](https://github.com/yookyungkho), [Takyoung Kim](https://github.com/youngerous), [Hoonsang Yoon](https://github.com/Hoonst), [Yukyung Lee](https://github.com/yukyunglee), [Jaehyuk Heo](https://github.com/TooTouch)

\+ Special guest: [Hanseok Oh](https://github.com/hanseokOh) (KAIST AI)

## Presentation List

1. Yookyung Kho ([slide](https://github.com/youngerous/Open-domain-QA/blob/main/slides/OpenQA_%231_%EA%B3%A0%EC%9C%A0%EA%B2%BD.pdf))

- **[Reading Wikipedia to Answer Open-Domain Questions](https://arxiv.org/pdf/1704.00051.pdf)**. Danqi Chen, Adam Fisch, Jason Weston, Antoine Bordes. ACL 2017.

- **[R^3: Reinforced Reader-Ranker for Open-Domain Question Answering](https://arxiv.org/pdf/1709.00023.pdf)**. Shuohang Wang, Mo Yu, Xiaoxiao Guo, Zhiguo Wang, Tim Klinger, Wei Zhang, Shiyu Chang, Gerald Tesauro, Bowen Zhou, Jing Jiang. AAAI 2018.

2. Takyoung Kim ([slide](https://github.com/youngerous/Open-domain-QA/blob/main/slides/OpenQA_%232_%EA%B9%80%ED%83%81%EC%98%81.pdf))

- **[Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text](https://www.aclweb.org/anthology/D18-1455.pdf)**. Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Kathryn Mazaitis, Ruslan Salakhutdinov, William Cohen. EMNLP 2018.

- **[Latent Retrieval for Weakly Supervised Open Domain Question Answering](https://www.aclweb.org/anthology/P19-1612.pdf)**. Kenton Lee, Ming-Wei Chang, Kristina Toutanova. ACL 2019.

3. Jaehyuk Heo ([slide](https://github.com/youngerous/Open-domain-QA/blob/main/slides/OpenQA_%233_%ED%97%88%EC%9E%AC%ED%98%81.pdf))

- **[Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index](https://arxiv.org/pdf/1906.05807.pdf)**. Minjoon Seo, Jinhyuk Lee, Tom Kwiatkowski, Ankur P. Parikh, Ali Farhadi, Hannaneh Hajishirzi. ACL 2019.

- **[PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text](https://arxiv.org/pdf/1904.09537.pdf)**. Haitian Sun, Tania Bedrax-Weiss, William W. Cohen. EMNLP 2019.

4. Yukyung Lee ([slide](https://github.com/youngerous/Open-domain-QA/blob/main/slides/OpenQA_%234_%EC%9D%B4%EC%9C%A0%EA%B2%BD.pdf))

- **[REALM: Retrieval-Augmented Language Model Pre-Training](https://arxiv.org/pdf/2002.08909.pdf)**. Kelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, Ming-Wei Chang. ICML 2020.

- **[Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering](https://arxiv.org/pdf/1911.03868.pdf)**. Sewon Min, Danqi Chen, Luke Zettlemoyer, Hannaneh Hajishirzi. arXiv 2019.

5. Hoonsang Yoon ([slide](https://github.com/youngerous/Open-domain-QA/blob/main/slides/OpenQA_%235_%EC%9C%A4%ED%9B%88%EC%83%81.pdf))

- **[Dense Passage Retrieval for Open-Domain Question Answering](https://arxiv.org/pdf/2004.04906.pdf)**. Vladimir Karpukhin, Barlas Oğuz, Sewon Min, Patrick Lewis, Ledell Wu, Sergey Edunov, Danqi Chen, Wen-tau Yih. EMNLP 2020.

- **[How Much Knowledge Can You Pack Into the Parameters of a Language Model?](https://arxiv.org/pdf/2002.08910.pdf)**. Adam Roberts, Colin Raffel, Noam Shazeer. EMNLP 2020.

6. Hanseok Oh ([slide](https://github.com/youngerous/Open-domain-QA/blob/main/slides/OpenQA_%236_%EC%98%A4%ED%95%9C%EC%84%9D.pdf))

- **[You Only Need One Model for Open-domain Question Answering](https://arxiv.org/pdf/2112.07381)**. Haejun Lee, Akhil Kedia, Jongwon Lee, Ashwin Paranjape, Christopher D. Manning, Kyoung-Gu Woo. arXiv 2021.

- **[GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval](https://arxiv.org/pdf/2112.07577)**. Kexin Wang, Nandan Thakur, Nils Reimers, Iryna Gurevych. arXiv 2021.

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