Beyond Hard Negatives in Product Search: Semantic Matching Using One-Class Classification (SMOCC)

Author:

Bhattacharya Arindam1ORCID,Gandhi Ankit1ORCID,Huddar Vijay1ORCID,M S Ankith1ORCID,Moroney Aayush1ORCID,Saroop Atul1ORCID,Bhagat Rahul2ORCID

Affiliation:

1. Amazon, Bengaluru, India

2. Amazon, Seattle, WA, USA

Publisher

ACM

Reference40 articles.

1. Fast One-class Classification using Class Boundary-preserving Random Projections

2. Wei-Cheng Chang , Daniel Jiang , Hsiang-Fu Yu , Choon Hui Teo , Jiong Zhang, Kai Zhong, Kedarnath Kolluri, Qie Hu, Nikhil Shandilya, Vyacheslav Ievgrafov, Japinder Singh, and Inderjit S. Dhillon. 2021 . Extreme Multi-Label Learning for Semantic Matching in Product Search . Wei-Cheng Chang, Daniel Jiang, Hsiang-Fu Yu, Choon Hui Teo, Jiong Zhang, Kai Zhong, Kedarnath Kolluri, Qie Hu, Nikhil Shandilya, Vyacheslav Ievgrafov, Japinder Singh, and Inderjit S. Dhillon. 2021. Extreme Multi-Label Learning for Semantic Matching in Product Search.

3. Ting Chen , Simon Kornblith , Mohammad Norouzi , and Geoffrey Hinton . 2020 b. A Simple Framework for Contrastive Learning of Visual Representations . In ICML'20 . Ting Chen, Simon Kornblith, Mohammad Norouzi, and Geoffrey Hinton. 2020b. A Simple Framework for Contrastive Learning of Visual Representations. In ICML'20.

4. Xinlei Chen , Haoqi Fan , Ross Girshick , and Kaiming He. 2020a. Improved Baselines with Momentum Contrastive Learning. arXiv preprint arXiv:2003.04297 ( 2020 ). Xinlei Chen, Haoqi Fan, Ross Girshick, and Kaiming He. 2020a. Improved Baselines with Momentum Contrastive Learning. arXiv preprint arXiv:2003.04297 (2020).

5. 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 , Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171--4186. https://www.aclweb.org/anthology/N19--1423 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, Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171--4186. https://www.aclweb.org/anthology/N19--1423

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1. DISKCO : Disentangling Knowledge from Cross-Encoder to Bi-Encoder;Companion Proceedings of the ACM Web Conference 2024;2024-05-13

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