Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models

Author:

Sung Hao-Ru1ORCID,Tang Ying-Jhe2ORCID,Cheng Yu-Chung1ORCID,Chen Pai-Lin1ORCID,Li Tsai-Yen1ORCID,Huang Hen-Hsen2ORCID

Affiliation:

1. National Chengchi University, Taipei City, Taiwan Roc

2. Academia Sinica, Taipei City, Taiwan Roc

Funder

Academia Sinica

National Science and Technology Council Taiwan

Publisher

ACM

Reference26 articles.

1. Javed A Aslam , Matthew Ekstrand-Abueg , Virgil Pavlu , Fernando Diaz , and Tetsuya Sakai . 2013 . TREC 2013 Temporal Summarization.. In TREC. Javed A Aslam, Matthew Ekstrand-Abueg, Virgil Pavlu, Fernando Diaz, and Tetsuya Sakai. 2013. TREC 2013 Temporal Summarization.. In TREC.

2. Satanjeev Banerjee and Alon Lavie . 2005 . METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments . In Proceedings of the ACL Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and/or Summarization. Association for Computational Linguistics , Ann Arbor, Michigan, 65--72. https://aclanthology.org/W05-0909 Satanjeev Banerjee and Alon Lavie. 2005. METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments. In Proceedings of the ACL Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and/or Summarization. Association for Computational Linguistics, Ann Arbor, Michigan, 65--72. https://aclanthology.org/W05-0909

3. Michele Banko , Vibhu O. Mittal , and Michael J. Witbrock . 2000. Headline Generation Based on Statistical Translation . In Proceedings of the 38th Annual Meeting on Association for Computational Linguistics ( Hong Kong) (ACL '00). Association for Computational Linguistics, USA, 318--325. https://doi.org/10.3115/1075218.1075259 10.3115/1075218.1075259 Michele Banko, Vibhu O. Mittal, and Michael J. Witbrock. 2000. Headline Generation Based on Statistical Translation. In Proceedings of the 38th Annual Meeting on Association for Computational Linguistics (Hong Kong) (ACL '00). Association for Computational Linguistics, USA, 318--325. https://doi.org/10.3115/1075218.1075259

4. Tom Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared D Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , Sandhini Agarwal , Ariel Herbert-Voss , Gretchen Krueger , Tom Henighan , Rewon Child , Aditya Ramesh , Daniel Ziegler , Jeffrey Wu , Clemens Winter , Chris Hesse , Mark Chen , Eric Sigler , Mateusz Litwin , Scott Gray , Benjamin Chess , Jack Clark , Christopher Berner , Sam McCandlish , Alec Radford , Ilya Sutskever , and Dario Amodei . 2020 . Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems, H. Larochelle, M. Ranzato, R. Hadsell, M.F. Balcan, and H . Lin (Eds.) , Vol. 33 . Curran Associates, Inc. , 1877--1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems, H. Larochelle, M. Ranzato, R. Hadsell, M.F. Balcan, and H. Lin (Eds.), Vol. 33. Curran Associates, Inc., 1877--1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf

5. YAKE! Keyword extraction from single documents using multiple local features

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