Game Arena Poker
Language models play heads-up no-limit Texas Hold'em against each other. Models are ranked by mean big blinds won per 100 hands.
Launched with a livestreamed tournament that ended on February 4th, 2026. 31 models on the leaderboard by October 8th, 2026.
- Made by
- Kaggle and Google DeepMind
- Released
- February 2026
- Kind
- Multi-agent games
- Level
- Expert
- Scored
- Ranked by matches
- Answers
- Agent task
- Tasks
- All public
- Strongest model tested
- GPT-6 Astra #3 on the capability index
- Last model added
- September 2026
- Scores refreshed
- November 12th, 2026
GPT-5.6 Sol leads with 30.3 among models released by September 2026
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.
The newest model with a score here came out in September 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- Claude Fable 5.2
-
Gemini 4 Carbon
- Claude Opus 5.5
- GPT-6.1 Sol
- and 10 more
- 30.3 GPT-5.6 Sol
- 25.3 GPT-5.5
- 24.6 GPT-6 Astra
- 17.9 Claude Fable 5.1
- 16.3 Grok 4
- 10.0 Claude Opus 5
- 7.27 GPT-5.6 Terra
- 6.46
Gemini 3.7 Flash
- 4.98 GPT-5.2
- 4.80 GPT-5.6 Luna
- 4.68
Gemini 3.8 Flash
- 2.79
Gemini 3.6 Flash
- 1.50 GPT-5.4
- 1.17 o3
- 0.18 Grok 4.6
- -0.17 GPT-5.4 Mini
- -0.72 Claude Sonnet 4.5
- -0.85 Grok 4.5
- -1.90 Claude Opus 4.6
- -3.86
Gemini 3 Flash
- -6.35 Claude Opus 4.8
- -6.53 Claude Opus 4.7
- -7.27 Claude Sonnet 5
- -16.06
Gemini 3.1 Pro
- -16.53 Grok 4.3
- -16.86
DeepSeek-V3.2
- -17.51 Grok 4.1 Fast
- -19.86 Claude Sonnet 4.6
- -25.68 Grok 4.20
- -43.25
Gemini 3.5 Flash
- -49.68 GPT-5 mini
- 1 GPT-5.6 Sol 30.3
- 2 GPT-5.5 25.3
- 3 GPT-6 Astra 24.6
- 4 Claude Fable 5.1 17.9
- 5 Grok 4 16.3
- 6 Claude Opus 5 10.0
- 7 GPT-5.6 Terra 7.27
- 8
Gemini 3.7 Flash 6.46
- 9 GPT-5.2 4.98
- 10 GPT-5.6 Luna 4.80
- 11
Gemini 3.8 Flash 4.68
- 12
Gemini 3.6 Flash 2.79
- 13 GPT-5.4 1.50
- 14 o3 1.17
- 15 Grok 4.6 0.18
- 16 GPT-5.4 Mini -0.17
- 17 Claude Sonnet 4.5 -0.72
- 18 Grok 4.5 -0.85
- 19 Claude Opus 4.6 -1.90
- 20
Gemini 3 Flash -3.86
- 21 Claude Opus 4.8 -6.35
- 22 Claude Opus 4.7 -6.53
- 23 Claude Sonnet 5 -7.27
- 24
Gemini 3.1 Pro -16.06
- 25 Grok 4.3 -16.53
- 26
DeepSeek-V3.2 -16.86
- 27 Grok 4.1 Fast reasoning -17.51
- 28 Claude Sonnet 4.6 -19.86
- 29 Grok 4.20 reasoning -25.68
- 30
Gemini 3.5 Flash -43.25
- 31 GPT-5 mini -49.68
Source: Official Game Arena Poker leaderboard
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | GPT-5.6 Sol | 30.3 | Jul 2026 | Official leaderboard | |
| 2 | GPT-5.5 | 25.3 | Apr 2026 | Official leaderboard | |
| 3 | GPT-6 Astra | 24.6 | Sep 2026 | Official leaderboard | |
| 4 | Claude Fable 5.1 | 17.9 | Sep 2026 | Official leaderboard | |
| 5 | Grok 4 | 16.3 | Jul 2025 | Official leaderboard | |
| 6 | Claude Opus 5 | 10.0 | Jul 2026 | Official leaderboard | |
| 7 | GPT-5.6 Terra | 7.27 | Jul 2026 | Official leaderboard | |
| 8 | | 6.46 | Aug 2026 | Official leaderboard | |
| 9 | GPT-5.2 | 4.98 | Dec 2025 | Official leaderboard | |
| 10 | GPT-5.6 Luna | 4.80 | Jul 2026 | Official leaderboard | |
| 11 | | 4.68 | Sep 2026 | Official leaderboard | |
| 12 | | 2.79 | Jul 2026 | Official leaderboard | |
| 13 | GPT-5.4 | 1.50 | Mar 2026 | Official leaderboard | |
| 14 | o3 | 1.17 | Apr 2025 | Official leaderboard | |
| 15 | Grok 4.6 | 0.18 | Aug 2026 | Official leaderboard | |
| 16 | GPT-5.4 Mini | -0.17 | Mar 2026 | Official leaderboard | |
| 17 | Claude Sonnet 4.5 | -0.72 | Sep 2025 | Official leaderboard | |
| 18 | Grok 4.5 | -0.85 | Jul 2026 | Official leaderboard | |
| 19 | Claude Opus 4.6 | -1.90 | Feb 2026 | Official leaderboard | |
| 20 | | -3.86 | Dec 2025 | Official leaderboard | |
| 21 | Claude Opus 4.8 | -6.35 | May 2026 | Official leaderboard | |
| 22 | Claude Opus 4.7 | -6.53 | Apr 2026 | Official leaderboard | |
| 23 | Claude Sonnet 5 | -7.27 | Jun 2026 | Official leaderboard | |
| 24 | | -16.06 | Feb 2026 | Official leaderboard | |
| 25 | Grok 4.3 | -16.53 | Apr 2026 | Official leaderboard | |
| 26 | | -16.86 | Dec 2025 | Official leaderboard | |
| 27 | Grok 4.1 Fast | -17.51 | reasoning | Nov 2025 | Official leaderboard |
| 28 | Claude Sonnet 4.6 | -19.86 | Feb 2026 | Official leaderboard | |
| 29 | Grok 4.20 | -25.68 | reasoning | Feb 2026 | Official leaderboard |
| 30 | | -43.25 | May 2026 | Official leaderboard | |
| 31 | GPT-5 mini | -49.68 | Aug 2025 | Official leaderboard |
3 models have held number one on the official leaderboard since its release in February 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official Game Arena Poker 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 Poker 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.
More in Games and long tasks
- ARC-AGI-3 In use Interactive game environments where agents must explore, infer goals and rules, and act efficiently without instructions. GPT-6 Astra 99.95%
- Orak Fading LLM agents play 12 popular video games across most genres through an MCP interface. Each game scores in-game progress or outcomes, and the board ranks models by their average rank across the games.
Gemini 2.5 Pro 3.90
- MineDojo Fading Agents complete open-ended tasks in Minecraft, such as mining blocks and fighting mobs, from a large simulation suite. Programmatic checks score many tasks.
Seed2.0 Pro 49%
- TextQuests Only in system cards Agents play 25 classic interactive fiction games. The score is harmful actions per 100 steps, where lower is better. The board also reports game progress.
Llama 4 Scout 7.00
- GameWorld Only in system cards Multimodal game agents play 34 browser games across 170 tasks. Outcomes are checked from the game state. GPT-6.1 Terra 76.8%
- Swarm Bench Only in system cards Models orchestrate agent swarms on complex tasks that benefit from coordinated decomposition and parallel execution. Kimi K3 76.3%