MSRA: A Multi-Aspect Semantic Relevance Approach for E-Commerce via Multimodal Pre-Training

Author:

Jin Hanqi1ORCID,Tan Jiwei1ORCID,Liu Lixin1ORCID,Qiu Lisong1ORCID,Yao Shaowei1ORCID,Chen Xi1ORCID,Zeng Xiaoyi1ORCID

Affiliation:

1. Alibaba Group, Hangzhou, China

Publisher

ACM

Reference20 articles.

1. Why Do People Buy Seemingly Irrelevant Items in Voice Product Search?

2. Yen-Chun Chen , Linjie Li , Licheng Yu , Ahmed El Kholy , Faisal Ahmed , Zhe Gan , Yu Cheng , and Jingjing Liu . 2020 . UNITER: UNiversal Image-TExt Representation Learning. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23--28, 2020 , Proceedings, Part XXX (Lecture Notes in Computer Science , Vol. 12375), Andrea Vedaldi, Horst Bischof, Thomas Brox, and Jan-Michael Frahm (Eds.). Springer, 104-- 120 . https://doi.org/10.1007/978--3-030--58577--8_7 10.1007/978--3-030--58577--8_7 Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu. 2020. UNITER: UNiversal Image-TExt Representation Learning. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings, Part XXX (Lecture Notes in Computer Science, Vol. 12375), Andrea Vedaldi, Horst Bischof, Thomas Brox, and Jan-Michael Frahm (Eds.). Springer, 104--120. https://doi.org/10.1007/978--3-030--58577--8_7

3. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2019 , Minneapolis, MN, USA, June 2--7 , 2019, Volume 1 (Long and Short Papers), Jill Burstein, Christy Doran, and Thamar Solorio (Eds.). Association for Computational Linguistics, 4171--4186. https://doi.org/10.18653/v1/n19--1423 10.18653/v1 Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2019, Minneapolis, MN, USA, June 2--7, 2019, Volume 1 (Long and Short Papers), Jill Burstein, Christy Doran, and Thamar Solorio (Eds.). Association for Computational Linguistics, 4171--4186. https://doi.org/10.18653/v1/n19--1423

4. Kaiming He , Xiangyu Zhang , Shaoqing Ren , and Jian Sun . 2016 . Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016 , Las Vegas, NV, USA, June 27--30 , 2016. IEEE Computer Society, 770--778. https://doi.org/10.1109/CVPR.2016.90 10.1109/CVPR.2016.90 Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016. Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016, Las Vegas, NV, USA, June 27--30, 2016. IEEE Computer Society, 770--778. https://doi.org/10.1109/CVPR.2016.90

5. Samuel Humeau , Kurt Shuster , Marie-Anne Lachaux , and Jason Weston . 2020 . Poly-encoders: Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring. In 8th International Conference on Learning Representations, ICLR 2020 , Addis Ababa, Ethiopia, April 26--30 , 2020. OpenReview.net. https://openreview.net/forum?id=SkxgnnNFvH Samuel Humeau, Kurt Shuster, Marie-Anne Lachaux, and Jason Weston. 2020. Poly-encoders: Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring. In 8th International Conference on Learning Representations, ICLR 2020, Addis Ababa, Ethiopia, April 26--30, 2020. OpenReview.net. https://openreview.net/forum?id=SkxgnnNFvH

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