Beyond Binary Preference: Leveraging Bayesian Approaches for Joint Optimization of Ranking and Calibration

Author:

Liu Chang1ORCID,Wang Qiwei2ORCID,Lin Wenqing2ORCID,Ding Yue1ORCID,Lu Hongtao1ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Tencent, Shenzhen, China

Funder

National Nature Science Foundation of China

Shanghai Municipal Science and Technology Major Project

Publisher

ACM

Reference62 articles.

1. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng. 2016. TensorFlow: A System for Large-Scale Machine Learning. In OSDI. USENIX Association, 265--283.

2. Richard A Askey and Ranjan Roy. 2010. Gamma function.

3. Aijun Bai Rolf Jagerman Zhen Qin Le Yan Pratyush Kar Bing-Rong Lin Xuanhui Wang Michael Bendersky and Marc Najork. 2023. Regression Compatible Listwise Objectives for Calibrated Ranking with Binary Relevance. In CIKM. ACM 4502--4508.

4. Algorithm AS 103: Psi (Digamma) Function

5. Rank aggregation with ties

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