Towards Reproducible Machine Learning Research in Information Retrieval

Author:

Lucic Ana1,Bleeker Maurits1,de Rijke Maarten1,Sinha Koustuv2,Jullien Sami1,Stojnic Robert3

Affiliation:

1. University of Amsterdam, Amsterdam, Netherlands

2. McGill University, Montreal, Canada

3. Facebook AI Research, London, United Kingdom

Funder

Ahold Delhaize

Netherlands Organisation for Scientific Research

Publisher

ACM

Reference36 articles.

1. ACM. 2019. Artifact Review and Badging. https://www.acm.org/publications/policies/artifact-review-badging. ACM. 2019. Artifact Review and Badging. https://www.acm.org/publications/policies/artifact-review-badging.

2. A Systematic Review of Reproducibility Research in Natural Language Processing

3. Anya Belz , Anastasia Shimorina , Shubham Agarwal , and Ehud Reiter . 2021 . The ReproGen Shared Task on Reproducibility of Human Evaluations in NLG: Overview and Results . In Proceedings of the 14th International Conference on Natural Language Generation. Association for Computational Linguistics , Aberdeen, Scotland, UK, 249--258. Anya Belz, Anastasia Shimorina, Shubham Agarwal, and Ehud Reiter. 2021. The ReproGen Shared Task on Reproducibility of Human Evaluations in NLG: Overview and Results. In Proceedings of the 14th International Conference on Natural Language Generation. Association for Computational Linguistics, Aberdeen, Scotland, UK, 249--258.

4. Alina Beygelzimer Yann Dauphin Percy Liang and Jennifer Wortman- Vaughan. 2021. Introducing the NeurIPS 2021 Paper Checklist. https://neuripsconf.medium.com/introducing-the-neurips-2021-paperchecklist. Alina Beygelzimer Yann Dauphin Percy Liang and Jennifer Wortman- Vaughan. 2021. Introducing the NeurIPS 2021 Paper Checklist. https://neuripsconf.medium.com/introducing-the-neurips-2021-paperchecklist.

5. Xavier Bouthillier , César Laurent , and Pascal Vincent . 2019 . Unreproducible research is reproducible . In International Conference on Machine Learning. PMLR, 725--734 . Xavier Bouthillier, César Laurent, and Pascal Vincent. 2019. Unreproducible research is reproducible. In International Conference on Machine Learning. PMLR, 725--734.

Cited by 2 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. Toward Evaluating the Reproducibility of Information Retrieval Systems with Simulated Users;Proceedings of the 2nd ACM Conference on Reproducibility and Replicability;2024-06-18

2. An in-depth investigation on the behavior of measures to quantify reproducibility;Information Processing & Management;2023-05

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