Perspectives on Large Language Models for Relevance Judgment

Author:

Faggioli Guglielmo1ORCID,Dietz Laura2ORCID,Clarke Charles L. A.3ORCID,Demartini Gianluca4ORCID,Hagen Matthias5ORCID,Hauff Claudia6ORCID,Kando Noriko7ORCID,Kanoulas Evangelos8ORCID,Potthast Martin9ORCID,Stein Benno10ORCID,Wachsmuth Henning11ORCID

Affiliation:

1. University of Padova, Padova, Italy

2. University of New Hampshire, Durham, NH, USA

3. University of Waterloo, Waterloo, Canada

4. University of Queensland, Brisbane, Australia

5. Friedrich-Schiller-Universität Jena, Jena, Germany

6. Spotify, Delft, Netherlands

7. National Institute of Informatics, Tokio, Japan

8. University of Amsterdam, Amsterdam, Netherlands

9. Leipzig University, Leipzig, Germany

10. Bauhaus-Universität Weimar, Weimar, Germany

11. Leibniz University Hannover, Hannover, Germany

Funder

National Science Foundation

Publisher

ACM

Reference94 articles.

1. Mustafa Abualsaud , Nimesh Ghelani , Haotian Zhang , Mark D. Smucker , Gordon V. Cormack , and Maura R. Grossman . 2018. A System for Efficient High-Recall Retrieval . In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018 , Ann Arbor, MI, USA, July 08--12 , 2018 . ACM, 1317--1320. https://doi.org/10.1145/3209978.3210176 10.1145/3209978.3210176 Mustafa Abualsaud, Nimesh Ghelani, Haotian Zhang, Mark D. Smucker, Gordon V. Cormack, and Maura R. Grossman. 2018. A System for Efficient High-Recall Retrieval. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08--12, 2018. ACM, 1317--1320. https://doi.org/10.1145/3209978.3210176

2. Omar Alonso and Ricardo Baeza-Yates . 2011 . Design and Implementation of Relevance Assessments Using Crowdsourcing. In Advances in Information Retrieval - 33rd European Conference on IR Research , ECIR 2011, Dublin, Ireland, April 18--21, 2011. Proceedings (Lecture Notes in Computer Science , Vol. 6611). Springer, 153-- 164 . https://doi.org/10.1007/978--3--642--20161--5_16 10.1007/978--3--642--20161--5_16 Omar Alonso and Ricardo Baeza-Yates. 2011. Design and Implementation of Relevance Assessments Using Crowdsourcing. In Advances in Information Retrieval - 33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18--21, 2011. Proceedings (Lecture Notes in Computer Science, Vol. 6611). Springer, 153--164. https://doi.org/10.1007/978--3--642--20161--5_16

3. Omar Alonso and Stefano Mizzaro . 2009 . Can we get rid of TREC assessors ? Using Mechanical Turk for Relevance Assessment. In Proceedings of the SIGIR 2009 Workshop on the Future of IR Evaluation , Vol. 15 . 16. Omar Alonso and Stefano Mizzaro. 2009. Can we get rid of TREC assessors? Using Mechanical Turk for Relevance Assessment. In Proceedings of the SIGIR 2009 Workshop on the Future of IR Evaluation, Vol. 15. 16.

4. Negar Arabzadeh , Maryam Khodabakhsh , and Ebrahim Bagheri . 2021 . BERT-QPP: Contextualized Pre-trained Transformers for Query Performance Prediction. In CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event , Queensland, Australia, November 1 - 5 , 2021. ACM, 2857--2861. https://doi.org/10.1145/3459637.3482063 10.1145/3459637.3482063 Negar Arabzadeh, Maryam Khodabakhsh, and Ebrahim Bagheri. 2021. BERT-QPP: Contextualized Pre-trained Transformers for Query Performance Prediction. In CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1 - 5, 2021. ACM, 2857--2861. https://doi.org/10.1145/3459637.3482063

5. Unsupervised Question Clarity Prediction through Retrieved Item Coherency

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