Pre-training Tasks for User Intent Detection and Embedding Retrieval in E-commerce Search-Reference-Cited by-同舟云学术

Pre-training Tasks for User Intent Detection and Embedding Retrieval in E-commerce Search

Published:2022-10-17 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 31st ACM International Conference on Information & Knowledge Management
language:
Short-container-title:

Author:

Qiu Yiming¹,Zhao Chenyu²,Zhang Han¹,Zhuo Jingwei¹,Li Tianhao¹,Zhang Xiaowei²,Wang Songlin¹,Xu Sulong¹,Long Bo¹,Yang Wen-Yun³

Affiliation:

1. JD.com, Beijing, China

2. JD.com, Shenzhen, China

3. JD.com, Silicon valley, CA, USA

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3511808.3557670

Reference29 articles.

1. Fengyu Cai , Wanhao Zhou , Fei Mi , and Boi Faltings . 2021 . SLIM: Explicit Slot- Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling. arXiv preprint arXiv:2108.11711 (2021). Fengyu Cai, Wanhao Zhou, Fei Mi, and Boi Faltings. 2021. SLIM: Explicit Slot- Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling. arXiv preprint arXiv:2108.11711 (2021).

2. Wei-Cheng Chang , X Yu Felix , Yin-Wen Chang , Yiming Yang , and Sanjiv Kumar . 2019 . Pre-training Tasks for Embedding-based Large-scale Retrieval. In International Conference on Learning Representations. Wei-Cheng Chang, X Yu Felix, Yin-Wen Chang, Yiming Yang, and Sanjiv Kumar. 2019. Pre-training Tasks for Embedding-based Large-scale Retrieval. In International Conference on Learning Representations.

3. Aakanksha Chowdhery , Sharan Narang , Jacob Devlin , Maarten Bosma , Gaurav Mishra , Adam Roberts , Paul Barham , Hyung Won Chung , Charles Sutton, Sebastian Gehrmann, et al. 2022 . Palm : Scaling language modeling with pathways. arXiv preprint arXiv:2204.02311 (2022). Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, et al. 2022. Palm: Scaling language modeling with pathways. arXiv preprint arXiv:2204.02311 (2022).

4. 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).

5. Ruiqi Guo , Philip Sun , Erik Lindgren , Quan Geng , David Simcha , Felix Chern , and Sanjiv Kumar . 2020 . Accelerating large-scale inference with anisotropic vector quantization . In International Conference on Machine Learning. PMLR, 3887--3896 . Ruiqi Guo, Philip Sun, Erik Lindgren, Quan Geng, David Simcha, Felix Chern, and Sanjiv Kumar. 2020. Accelerating large-scale inference with anisotropic vector quantization. In International Conference on Machine Learning. PMLR, 3887--3896.

Cited by 6 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Optimizing E-commerce Search: Toward a Generalizable and Rank-Consistent Pre-Ranking Model;Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval;2024-07-10

2. Beyond Word-Based Model Embeddings: Contextualized Representations for Enhanced Social Media Spam Detection;Applied Sciences;2024-03-07

3. Differentiable Retrieval Augmentation via Generative Language Modeling for E-commerce Query Intent Classification;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

4. Learning Query-aware Embedding Index for Improving E-commerce Dense Retrieval;Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval;2023-07-18

5. Learning Multi-Stage Multi-Grained Semantic Embeddings for E-Commerce Search;Companion Proceedings of the ACM Web Conference 2023;2023-04-30