OpenMatch-v2: An All-in-one Multi-Modality PLM-based Information Retrieval Toolkit

Author:

Yu Shi1ORCID,Liu Zhenghao2ORCID,Xiong Chenyan3ORCID,Liu Zhiyuan1ORCID

Affiliation:

1. Tsinghua University, Beijing, China

2. Northeastern University, Shenyang, China

3. Microsoft Research, Seattle, WA, USA

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Publisher

ACM

Reference41 articles.

1. Payal Bajaj , Daniel Campos , Nick Craswell , Li Deng , Jianfeng Gao , Xiaodong Liu , Rangan Majumder , Andrew McNamara , Bhaskar Mitra , Tri Nguyen , 2016 . MS MARCO: A human generated MAchine Reading COmprehension dataset. arXiv preprint arXiv:1611.09268 (2016). Payal Bajaj, Daniel Campos, Nick Craswell, Li Deng, Jianfeng Gao, Xiaodong Liu, Rangan Majumder, Andrew McNamara, Bhaskar Mitra, Tri Nguyen, et al. 2016. MS MARCO: A human generated MAchine Reading COmprehension dataset. arXiv preprint arXiv:1611.09268 (2016).

2. Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay William Fedus Eric Li Xuezhi Wang Mostafa Dehghani Siddhartha Brahma Albert Webson Shixiang Shane Gu Zhuyun Dai Mirac Suzgun Xinyun Chen Aakanksha Chowdhery Sharan Narang Gaurav Mishra Adams Yu Vincent Zhao Yanping Huang Andrew Dai Hongkun Yu Slav Petrov Ed H. Chi Jeff Dean Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le and Jason Wei. 2022. Scaling Instruction-Finetuned Language Models. arXiv preprint arXiv:2210.11416 (2022). Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay William Fedus Eric Li Xuezhi Wang Mostafa Dehghani Siddhartha Brahma Albert Webson Shixiang Shane Gu Zhuyun Dai Mirac Suzgun Xinyun Chen Aakanksha Chowdhery Sharan Narang Gaurav Mishra Adams Yu Vincent Zhao Yanping Huang Andrew Dai Hongkun Yu Slav Petrov Ed H. Chi Jeff Dean Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le and Jason Wei. 2022. Scaling Instruction-Finetuned Language Models. arXiv preprint arXiv:2210.11416 (2022).

3. Deeper Text Understanding for IR with Contextual Neural Language Modeling

4. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of NAACL. 4171--4186 . Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of NAACL. 4171--4186.

5. Zhangyin Feng Daya Guo Duyu Tang Nan Duan Xiaocheng Feng Ming Gong Linjun Shou Bing Qin Ting Liu Daxin Jiang etal 2020. CodeBERT: A Pre-Trained Model for Programming and Natural Languages. In Findings of EMNLP. 1536--1547. Zhangyin Feng Daya Guo Duyu Tang Nan Duan Xiaocheng Feng Ming Gong Linjun Shou Bing Qin Ting Liu Daxin Jiang et al. 2020. CodeBERT: A Pre-Trained Model for Programming and Natural Languages. In Findings of EMNLP. 1536--1547.

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1. Text Matching Improves Sequential Recommendation by Reducing Popularity Biases;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

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