Reproducibility, Replicability, and Insights into Dense Multi-Representation Retrieval Models: from ColBERT to Col*-Reference-Cited by-同舟云学术

Reproducibility, Replicability, and Insights into Dense Multi-Representation Retrieval Models: from ColBERT to Col*

Published:2023-07-18 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval
language:
Short-container-title:

Author:

Wang Xiao¹^ORCID,Macdonald Craig¹^ORCID,Tonellotto Nicola²^ORCID,Ounis Iadh¹^ORCID

Affiliation:

1. University of Glasgow, Glasgow, United Kingdom

2. University of Pisa, Pisa, Italy

Funder

China Scholarship Council

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3539618.3591916

Reference40 articles.

1. Jo Kristian Bergum. 2021. Pretrained Transformer Language Models for Search - part 4. https://blog.vespa.ai/pretrained-transformer-language-models-for-search-part-4/ Jo Kristian Bergum. 2021. Pretrained Transformer Language Models for Search - part 4. https://blog.vespa.ai/pretrained-transformer-language-models-for-search-part-4/

2. Byte Pair Encoding is Suboptimal for Language Model Pretraining

3. Kevin Clark , Minh-Thang Luong , Quoc V Le , and Christopher D Manning . 2020 . ELECTRA: Pre-training text encoders as discriminators rather than generators. In Proceddings of ICLR. Kevin Clark, Minh-Thang Luong, Quoc V Le, and Christopher D Manning. 2020. ELECTRA: Pre-training text encoders as discriminators rather than generators. In Proceddings of ICLR.

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 ACL. 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 ACL. 4171--4186.

5. A White Box Analysis of ColBERT

Cited by 4 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. Parallel weight control based on policy gradient of relation refinement for cross-modal retrieval;Engineering Applications of Artificial Intelligence;2024-10

2. SPLATE: Sparse Late Interaction Retrieval;Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval;2024-07-10

3. Beneath the [MASK]: An Analysis of Structural Query Tokens in ColBERT;Lecture Notes in Computer Science;2024

4. Shallow Cross-Encoders for Low-Latency Retrieval;Lecture Notes in Computer Science;2024