MeLL: Large-scale Extensible User Intent Classification for Dialogue Systems with Meta Lifelong Learning

Author:

Wang Chengyu1,Pan Haojie1,Liu Yuan1,Chen Kehan1,Qiu Minghui1,Zhou Wei1,Huang Jun1,Chen Haiqing1,Lin Wei1,Cai Deng2

Affiliation:

1. Alibaba Group, Hangzhou, China

2. Zhejiang University, Hangzhou, China

Funder

National Key Research and Development Program of China

Alibaba-Zhejiang University Joint Institute of Frontier Technologies

National Nature Science Foundation of China

Innovation Capability Support Program of Shaanxi

Publisher

ACM

Reference50 articles.

1. Ali Ahmadvand Surya Kallumadi Faizan Javed and Eugene Agichtein. 2020. JointMap: Joint Query Intent Understanding For Modeling Intent Hierarchies in E-commerce Search. In SIGIR. 1509--1512. Ali Ahmadvand Surya Kallumadi Faizan Javed and Eugene Agichtein. 2020. JointMap: Joint Query Intent Understanding For Modeling Intent Hierarchies in E-commerce Search. In SIGIR. 1509--1512.

2. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared 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 M. Ziegler Jeffrey Wu Clemens Winter Christopher 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 NerIPS. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared 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 M. Ziegler Jeffrey Wu Clemens Winter Christopher 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 NerIPS.

3. Arslan Chaudhry Marc'Aurelio Ranzato Marcus Rohrbach and Mohamed Elhoseiny. 2019. Efficient Lifelong Learning with A-GEM. In ICLR. Arslan Chaudhry Marc'Aurelio Ranzato Marcus Rohrbach and Mohamed Elhoseiny. 2019. Efficient Lifelong Learning with A-GEM. In ICLR.

4. Xinyang Chen Sinan Wang Bo Fu Mingsheng Long and Jianmin Wang. 2019. Catastrophic Forgetting Meets Negative Transfer: Batch Spectral Shrinkage for Safe Transfer Learning. In NeurIPS. 1906--1916. Xinyang Chen Sinan Wang Bo Fu Mingsheng Long and Jianmin Wang. 2019. Catastrophic Forgetting Meets Negative Transfer: Batch Spectral Shrinkage for Safe Transfer Learning. In NeurIPS. 1906--1916.

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