Improving News Recommendation via Bottlenecked Multi-task Pre-training

Author:

Xiao Xiongfeng1ORCID,Li Qing2ORCID,Liu Songlin2ORCID,Zhou Kun3ORCID

Affiliation:

1. Aegis Information Technology Ltd. Co., Beijing, China

2. Peking University, Beijing, China

3. Renmin University of China, Beijing, China

Publisher

ACM

Reference27 articles.

1. Hangbo Bao , Li Dong , Furu Wei , Wenhui Wang , Nan Yang , Xiaodong Liu , Yu Wang , Jianfeng Gao , Songhao Piao , Ming Zhou , 2020 . Unilmv2: Pseudo-masked language models for unified language model pre-training . In International conference on machine learning. PMLR, 642--652 . Hangbo Bao, Li Dong, Furu Wei, Wenhui Wang, Nan Yang, Xiaodong Liu, Yu Wang, Jianfeng Gao, Songhao Piao, Ming Zhou, et al. 2020. Unilmv2: Pseudo-masked language models for unified language model pre-training. In International conference on machine learning. PMLR, 642--652.

2. MTRec: Multi-Task Learning over BERT for News Recommendation

3. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2018 . Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018). Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018).

4. Li Dong , Nan Yang , Wenhui Wang , Furu Wei , Xiaodong Liu , Yu Wang , Jianfeng Gao , Ming Zhou , and Hsiao-Wuen Hon . 2019. Unified language model pre-training for natural language understanding and generation. Advances in neural information processing systems , Vol. 32 ( 2019 ). Li Dong, Nan Yang, Wenhui Wang, Furu Wei, Xiaodong Liu, Yu Wang, Jianfeng Gao, Ming Zhou, and Hsiao-Wuen Hon. 2019. Unified language model pre-training for natural language understanding and generation. Advances in neural information processing systems, Vol. 32 (2019).

5. Luyu Gao and Jamie Callan . 2021. Condenser: a pre-training architecture for dense retrieval. arXiv preprint arXiv:2104.08253 ( 2021 ). Luyu Gao and Jamie Callan. 2021. Condenser: a pre-training architecture for dense retrieval. arXiv preprint arXiv:2104.08253 (2021).

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