An Inspection of the Reproducibility and Replicability of TCT-ColBERT

Author:

Wang Xiao1,MacAvaney Sean1,Macdonald Craig1,Ounis Iadh1

Affiliation:

1. University of Glasgow, Glasgow, United Kingdom

Funder

Engineering and Physical Sciences Research Council

China Scholarship Council

Publisher

ACM

Reference33 articles.

1. repro_eval: A Python Interface to Reproducibility Measures of System-Oriented IR Experiments

2. Nick Craswell , Bhaskar Mitra , Emine Yilmaz , and Daniel Campos . 2021 . Overview of the TREC 2020 Deep Learning Track . In Proceedings of TREC. Nick Craswell, Bhaskar Mitra, Emine Yilmaz, and Daniel Campos. 2021. Overview of the TREC 2020 Deep Learning Track. In Proceedings of TREC.

3. Nick Craswell , Bhaskar Mitra , Emine Yilmaz , Daniel Campos , and Ellen M Voorhees . 2020 . Overview of the TREC 2019 Deep Learning Track . In Proceedings of TREC. Nick Craswell, Bhaskar Mitra, Emine Yilmaz, Daniel Campos, and Ellen M Voorhees. 2020. Overview of the TREC 2019 Deep Learning Track. In Proceedings of TREC.

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

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1. Lexically-Accelerated Dense Retrieval;Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval;2023-07-18

2. Reproducibility, Replicability, and Insights into Dense Multi-Representation Retrieval Models: from ColBERT to Col*;Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval;2023-07-18

3. Doc2Query–: When Less is More;Lecture Notes in Computer Science;2023

4. Adaptive Re-Ranking with a Corpus Graph;Proceedings of the 31st ACM International Conference on Information & Knowledge Management;2022-10-17

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