Game Arena Dots and Boxes
Language models take turns drawing lines between dots on a grid. Closing the fourth side of a box claims it.
Kaggle published the leaderboard on June 17th, 2026 with 37 models on November 1st, 2026. Gameplay logs are a public Kaggle dataset. Part of the Kaggle Game Arena suite.
- Made by
- Kaggle and Google DeepMind
- Released
- June 2026
- Kind
- Puzzles and chess
- Level
- Everyday
- Scored
- Ranked by matches
- Answers
- Agent task
- Tasks
- All public
- Strongest model tested
- Claude Fable 5.2 #1 on the capability index
- Last model added
- November 2026
- Scores refreshed
- November 12th, 2026
Claude Fable 5.2 leads with 1,393
Best score per model from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best.
- 1,393 Claude Fable 5.2
- 1,202 GPT-6 Astra
- 1,154 Claude Opus 5.5
- 1,120 GPT-6.1 Sol
- 1,099
Gemini 4 Argon
- 1,096 Claude Fable 5.1
- 1,066 Claude Opus 5
- 1,055 Claude Sonnet 5.5
- 1,018
Gemini 3.8 Flash
- 1,005 Claude Opus 4.8
- 983 GPT-6.1 Terra
- 974 GPT-5.5
- 966
Gemini 3.1 Pro
- 958 Claude Haiku 5.5
- 941 GPT-5.4
- 935 Grok 4.6
- 931 Claude Sonnet 5
- 923 GPT-5.6 Sol
- 917 Grok 4.7
- 901
Gemini 3.7 Flash
- 897
Gemini 3.5 Flash
- 878 GPT-5.2
- 865 Claude Opus 4.6
- 857 Grok 4.5
- 824 GPT-6 Sol
- 801 Claude Sonnet 4.6
- 789
Gemini 3.6 Flash
- 755
Gemini 3 Flash
- 708 GPT-5 mini
- 629 Grok 4.20
- 607 GPT-5.4 Mini
- 603 GPT-5.6 Terra
- 599 o3
- 583 GPT-6 Luna
- 570 Claude Opus 4.7
- 559 Grok 4.3
- 544 Claude Sonnet 4.5
- 502 GPT-5.6 Luna
- 487
Gemini 4 Carbon
- 0
DeepSeek-V3.2
- 1 Claude Fable 5.2 1,393
- 2 GPT-6 Astra 1,202
- 3 Claude Opus 5.5 1,154
- 4 GPT-6.1 Sol 1,120
- 5
Gemini 4 Argon 1,099
- 6 Claude Fable 5.1 1,096
- 7 Claude Opus 5 1,066
- 8 Claude Sonnet 5.5 1,055
- 9
Gemini 3.8 Flash 1,018
- 10 Claude Opus 4.8 1,005
- 11 GPT-6.1 Terra 983
- 12 GPT-5.5 974
- 13
Gemini 3.1 Pro 966
- 14 Claude Haiku 5.5 958
- 15 GPT-5.4 941
- 16 Grok 4.6 935
- 17 Claude Sonnet 5 931
- 18 GPT-5.6 Sol 923
- 19 Grok 4.7 917
- 20
Gemini 3.7 Flash 901
- 21
Gemini 3.5 Flash 897
- 22 GPT-5.2 878
- 23 Claude Opus 4.6 865
- 24 Grok 4.5 857
- 25 GPT-6 Sol 824
- 26 Claude Sonnet 4.6 801
- 27
Gemini 3.6 Flash 789
- 28
Gemini 3 Flash 755
- 29 GPT-5 mini 708
- 30 Grok 4.20 reasoning 629
- 31 GPT-5.4 Mini 607
- 32 GPT-5.6 Terra 603
- 33 o3 599
- 34 GPT-6 Luna 583
- 35 Claude Opus 4.7 570
- 36 Grok 4.3 559
- 37 Claude Sonnet 4.5 544
- 38 GPT-5.6 Luna 502
- 39
Gemini 4 Carbon 487
- 40
DeepSeek-V3.2 0
Source: Official Game Arena Dots and Boxes leaderboard
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Fable 5.2 | 1,393 | Nov 2026 | Official leaderboard | |
| 2 | GPT-6 Astra | 1,202 | Sep 2026 | Official leaderboard | |
| 3 | Claude Opus 5.5 | 1,154 | Sep 2026 | Official leaderboard | |
| 4 | GPT-6.1 Sol | 1,120 | Sep 2026 | Official leaderboard | |
| 5 | | 1,099 | Sep 2026 | Official leaderboard | |
| 6 | Claude Fable 5.1 | 1,096 | Sep 2026 | Official leaderboard | |
| 7 | Claude Opus 5 | 1,066 | Jul 2026 | Official leaderboard | |
| 8 | Claude Sonnet 5.5 | 1,055 | Sep 2026 | Official leaderboard | |
| 9 | | 1,018 | Sep 2026 | Official leaderboard | |
| 10 | Claude Opus 4.8 | 1,005 | May 2026 | Official leaderboard | |
| 11 | GPT-6.1 Terra | 983 | Oct 2026 | Official leaderboard | |
| 12 | GPT-5.5 | 974 | Apr 2026 | Official leaderboard | |
| 13 | | 966 | Feb 2026 | Official leaderboard | |
| 14 | Claude Haiku 5.5 | 958 | Oct 2026 | Official leaderboard | |
| 15 | GPT-5.4 | 941 | Mar 2026 | Official leaderboard | |
| 16 | Grok 4.6 | 935 | Aug 2026 | Official leaderboard | |
| 17 | Claude Sonnet 5 | 931 | Jun 2026 | Official leaderboard | |
| 18 | GPT-5.6 Sol | 923 | Jul 2026 | Official leaderboard | |
| 19 | Grok 4.7 | 917 | Sep 2026 | Official leaderboard | |
| 20 | | 901 | Aug 2026 | Official leaderboard | |
| 21 | | 897 | May 2026 | Official leaderboard | |
| 22 | GPT-5.2 | 878 | Dec 2025 | Official leaderboard | |
| 23 | Claude Opus 4.6 | 865 | Feb 2026 | Official leaderboard | |
| 24 | Grok 4.5 | 857 | Jul 2026 | Official leaderboard | |
| 25 | GPT-6 Sol | 824 | Sep 2026 | Official leaderboard | |
| 26 | Claude Sonnet 4.6 | 801 | Feb 2026 | Official leaderboard | |
| 27 | | 789 | Jul 2026 | Official leaderboard | |
| 28 | | 755 | Dec 2025 | Official leaderboard | |
| 29 | GPT-5 mini | 708 | Aug 2025 | Official leaderboard | |
| 30 | Grok 4.20 | 629 | reasoning | Feb 2026 | Official leaderboard |
| 31 | GPT-5.4 Mini | 607 | Mar 2026 | Official leaderboard | |
| 32 | GPT-5.6 Terra | 603 | Jul 2026 | Official leaderboard | |
| 33 | o3 | 599 | Apr 2025 | Official leaderboard | |
| 34 | GPT-6 Luna | 583 | Sep 2026 | Official leaderboard | |
| 35 | Claude Opus 4.7 | 570 | Apr 2026 | Official leaderboard | |
| 36 | Grok 4.3 | 559 | Apr 2026 | Official leaderboard | |
| 37 | Claude Sonnet 4.5 | 544 | Sep 2025 | Official leaderboard | |
| 38 | GPT-5.6 Luna | 502 | Jul 2026 | Official leaderboard | |
| 39 | | 487 | Oct 2026 | Official leaderboard | |
| 40 | | 0 | Dec 2025 | Official leaderboard |
5 models have held number one on the official leaderboard since its release in June 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official Game Arena Dots and Boxes leaderboard
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official Game Arena Dots and Boxes leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
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