Asymptotic comparison of identifying constraints for Bradley-Terry models
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Abstract (arXiv)
The Bradley-Terry model is widely used for pairwise comparison data analysis. In this paper, we analyze the asymptotic behavior of the maximum likelihood estimator of the Bradley-Terry model in its logistic parameterization, under a general class of linear identifiability constraints. We show that the constraint requiring the Bradley-Terry scores for all compared objects to sum to zero minimizes the sum of the variances of the estimated scores, and recommend using this constraint in practice.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 9 May 2022.
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Citing papers per year: 2023: 1; 2024: 2; 2025: 2; 2026: 1.
6 papers.
- 2024Rethinking Bradley-Terry Models in Preference-Based Reward Modeling: Foundations, Theory, and Alternativescited by 48
- 2025GVPO: Group Variance Policy Optimization for Large Language Model Post-Trainingcited by 32
- 2024Energy-Based Preference Model Offers Better Offline Alignment than the Bradley-Terry Preference Modelcited by 9
- 2025Dropping Just a Handful of Preferences Can Change Top Large Language Model Rankingscited by 8
- 2023Ranking from Pairwise Comparisons in General Graphs and Graphs with Localitycited by 6
- 2026GVPO++: Group Variance Policy Optimization for LLM Post-Training and On-Policy Distillationcited by 0
- 2026GVPO++: Group Variance Policy Optimization for LLM Post-Training and On-Policy Distillation18 Sep 2026
- 2025Dropping Just a Handful of Preferences Can Change Top Large Language Model Rankings16 Aug 2025
- 2025GVPO: Group Variance Policy Optimization for Large Language Model Post-Training28 Apr 2025
- 2024Energy-Based Preference Model Offers Better Offline Alignment than the Bradley-Terry Preference Model18 Dec 2024
- 2024Rethinking Bradley-Terry Models in Preference-Based Reward Modeling: Foundations, Theory, and Alternatives7 Nov 2024
- 2023Ranking from Pairwise Comparisons in General Graphs and Graphs with Locality13 Apr 2023