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AI-powered mechanisms as judges: Breaking ties in chess

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  • Nejat Anbarci
  • Mehmet S. Ismail

Abstract

Recently, Artificial Intelligence (AI) technology use has been rising in sports to reach decisions of various complexity. At a relatively low complexity level, for example, major tennis tournaments replaced human line judges with Hawk-Eye Live technology to reduce staff during the COVID-19 pandemic. AI is now ready to move beyond such mundane tasks, however. A case in point and a perfect application ground is chess. To reduce the growing incidence of ties, many elite tournaments have resorted to fast chess tiebreakers. However, these tiebreakers significantly reduce the quality of games. To address this issue, we propose a novel AI-driven method for an objective tiebreaking mechanism. This method evaluates the quality of players' moves by comparing them to the optimal moves suggested by powerful chess engines. If there is a tie, the player with the higher quality measure wins the tiebreak. This approach not only enhances the fairness and integrity of the competition but also maintains the game's high standards. To show the effectiveness of our method, we apply it to a dataset comprising approximately 25,000 grandmaster moves from World Chess Championship matches spanning from 1910 to 2018, using Stockfish 16, a leading chess AI, for analysis.

Suggested Citation

  • Nejat Anbarci & Mehmet S. Ismail, 2022. "AI-powered mechanisms as judges: Breaking ties in chess," Papers 2210.08289, arXiv.org, revised Jul 2024.
  • Handle: RePEc:arx:papers:2210.08289
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    References listed on IDEAS

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    1. Vong, Allen I.K., 2017. "Strategic manipulation in tournament games," Games and Economic Behavior, Elsevier, vol. 102(C), pages 562-567.
    2. Jose Apesteguia & Ignacio Palacios-Huerta, 2010. "Psychological Pressure in Competitive Environments: Evidence from a Randomized Natural Experiment," American Economic Review, American Economic Association, vol. 100(5), pages 2548-2564, December.
    3. Arlegi, Ritxar & Dimitrov, Dinko, 2020. "Fair elimination-type competitions," European Journal of Operational Research, Elsevier, vol. 287(2), pages 528-535.
    4. Nejat Anbarcı & Ching-Jen Sun & M. Utku Ünver, 2015. "Designing Practical and Fair Sequential Team Contests," Boston College Working Papers in Economics 871, Boston College Department of Economics, revised 15 Apr 2021.
    5. Martin J. Osborne & Ariel Rubinstein, 1994. "A Course in Game Theory," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262650401, December.
    6. Julian Schrittwieser & Ioannis Antonoglou & Thomas Hubert & Karen Simonyan & Laurent Sifre & Simon Schmitt & Arthur Guez & Edward Lockhart & Demis Hassabis & Thore Graepel & Timothy Lillicrap & David , 2020. "Mastering Atari, Go, chess and shogi by planning with a learned model," Nature, Nature, vol. 588(7839), pages 604-609, December.
    7. Steffen Künn & Christian Seel & Dainis Zegners, 2022. "Cognitive Performance in Remote Work: Evidence from Professional Chess," The Economic Journal, Royal Economic Society, vol. 132(643), pages 1218-1232.
    8. Csató, László, 2022. "Quantifying incentive (in)compatibility: A case study from sports," European Journal of Operational Research, Elsevier, vol. 302(2), pages 717-726.
    9. Kendall, Graham & Lenten, Liam J.A., 2017. "When sports rules go awry," European Journal of Operational Research, Elsevier, vol. 257(2), pages 377-394.
    10. Anbarcı, Nejat & Sun, Ching-Jen & Ünver, M. Utku, 2021. "Designing practical and fair sequential team contests: The case of penalty shootouts," Games and Economic Behavior, Elsevier, vol. 130(C), pages 25-43.
    11. Aziz, Haris & Brandl, Florian & Brandt, Felix & Brill, Markus, 2018. "On the tradeoff between efficiency and strategyproofness," Games and Economic Behavior, Elsevier, vol. 110(C), pages 1-18.
    12. László Csató, 2017. "On the ranking of a Swiss system chess team tournament," Annals of Operations Research, Springer, vol. 254(1), pages 17-36, July.
    13. Ignacio Palacios-Huerta, 2012. "Tournaments, Fairness And The Prouhet-Thue-Morse Sequence," Economic Inquiry, Western Economic Association International, vol. 50(3), pages 848-849, July.
    14. Peter Backus & Maria Cubel & Matej Guid & Santiago Sánchez‐Pagés & Enrique López Mañas, 2023. "Gender, competition, and performance: Evidence from chess players," Quantitative Economics, Econometric Society, vol. 14(1), pages 349-380, January.
    15. Giacomo Bonanno, 2022. "Rational Play in Extensive-Form Games," Games, MDPI, vol. 13(6), pages 1-20, October.
    16. Cohen-Zada, Danny & Krumer, Alex & Shapir, Offer Moshe, 2018. "Testing the effect of serve order in tennis tiebreak," Journal of Economic Behavior & Organization, Elsevier, vol. 146(C), pages 106-115.
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