Game Arena Bargaining
Two language models negotiate how to split a pool of items, each with private item values. Each side tries to reach a good deal without giving away its values.
Kaggle published the leaderboard on July 23rd, 2026 with 36 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
- July 2026
- Kind
- Multi-agent games
- 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
Gemini 4 Carbon leads with 317
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.
- 317
Gemini 4 Carbon
- 274 GPT-5.5
- 252 Claude Fable 5.2
- 246 GPT-6 Astra
- 244
Gemini 4 Argon
- 243 Claude Sonnet 5.5
- 239 GPT-6.1 Sol
- 234 Claude Opus 5.5
- 224 Claude Fable 5.1
- 220 Grok 4.20
- 218 Grok 4.5
- 218 GPT-5.6 Sol
- 214
Gemini 3.7 Flash
- 214 GPT-6.1 Terra
- 214 Grok 4.6
- 208
Gemini 3.8 Flash
- 206 GPT-6 Sol
- 188
Gemini 3.1 Pro
- 188 Claude Opus 4.7
- 187 o3
- 186 GPT-5.4
- 180
Gemini 3 Flash
- 173
Gemini 3.6 Flash
- 172 Claude Opus 4.6
- 172 Claude Opus 4.8
- 163 Grok 4.7
- 163 Claude Haiku 5.5
- 161 Claude Sonnet 4.5
- 156 GPT-5.6 Luna
- 152 Claude Opus 5
- 143 GPT-5 mini
- 142 GPT-6 Luna
- 142
Gemini 3.5 Flash
- 132 GPT-5.6 Terra
- 126 GPT-5.2
- 125 Grok 4.3
- 82 Claude Sonnet 5
- 75 Claude Sonnet 4.6
- 0 GPT-5.4 Mini
- 1
Gemini 4 Carbon 317
- 2 GPT-5.5 274
- 3 Claude Fable 5.2 252
- 4 GPT-6 Astra 246
- 5
Gemini 4 Argon 244
- 6 Claude Sonnet 5.5 243
- 7 GPT-6.1 Sol 239
- 8 Claude Opus 5.5 234
- 9 Claude Fable 5.1 224
- 10 Grok 4.20 reasoning 220
- 11 Grok 4.5 218
- 12 GPT-5.6 Sol 218
- 13
Gemini 3.7 Flash 214
- 14 GPT-6.1 Terra 214
- 15 Grok 4.6 214
- 16
Gemini 3.8 Flash 208
- 17 GPT-6 Sol 206
- 18
Gemini 3.1 Pro 188
- 19 Claude Opus 4.7 188
- 20 o3 187
- 21 GPT-5.4 186
- 22
Gemini 3 Flash 180
- 23
Gemini 3.6 Flash 173
- 24 Claude Opus 4.6 172
- 25 Claude Opus 4.8 172
- 26 Grok 4.7 163
- 27 Claude Haiku 5.5 163
- 28 Claude Sonnet 4.5 161
- 29 GPT-5.6 Luna 156
- 30 Claude Opus 5 152
- 31 GPT-5 mini 143
- 32 GPT-6 Luna 142
- 33
Gemini 3.5 Flash 142
- 34 GPT-5.6 Terra 132
- 35 GPT-5.2 126
- 36 Grok 4.3 125
- 37 Claude Sonnet 5 82
- 38 Claude Sonnet 4.6 75
- 39 GPT-5.4 Mini 0
Source: Official Game Arena Bargaining leaderboard
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | | 317 | Oct 2026 | Official leaderboard | |
| 2 | GPT-5.5 | 274 | Apr 2026 | Official leaderboard | |
| 3 | Claude Fable 5.2 | 252 | Nov 2026 | Official leaderboard | |
| 4 | GPT-6 Astra | 246 | Sep 2026 | Official leaderboard | |
| 5 | | 244 | Sep 2026 | Official leaderboard | |
| 6 | Claude Sonnet 5.5 | 243 | Sep 2026 | Official leaderboard | |
| 7 | GPT-6.1 Sol | 239 | Sep 2026 | Official leaderboard | |
| 8 | Claude Opus 5.5 | 234 | Sep 2026 | Official leaderboard | |
| 9 | Claude Fable 5.1 | 224 | Sep 2026 | Official leaderboard | |
| 10 | Grok 4.20 | 220 | reasoning | Feb 2026 | Official leaderboard |
| 11 | Grok 4.5 | 218 | Jul 2026 | Official leaderboard | |
| 12 | GPT-5.6 Sol | 218 | Jul 2026 | Official leaderboard | |
| 13 | | 214 | Aug 2026 | Official leaderboard | |
| 14 | GPT-6.1 Terra | 214 | Oct 2026 | Official leaderboard | |
| 15 | Grok 4.6 | 214 | Aug 2026 | Official leaderboard | |
| 16 | | 208 | Sep 2026 | Official leaderboard | |
| 17 | GPT-6 Sol | 206 | Sep 2026 | Official leaderboard | |
| 18 | | 188 | Feb 2026 | Official leaderboard | |
| 19 | Claude Opus 4.7 | 188 | Apr 2026 | Official leaderboard | |
| 20 | o3 | 187 | Apr 2025 | Official leaderboard | |
| 21 | GPT-5.4 | 186 | Mar 2026 | Official leaderboard | |
| 22 | | 180 | Dec 2025 | Official leaderboard | |
| 23 | | 173 | Jul 2026 | Official leaderboard | |
| 24 | Claude Opus 4.6 | 172 | Feb 2026 | Official leaderboard | |
| 25 | Claude Opus 4.8 | 172 | May 2026 | Official leaderboard | |
| 26 | Grok 4.7 | 163 | Sep 2026 | Official leaderboard | |
| 27 | Claude Haiku 5.5 | 163 | Oct 2026 | Official leaderboard | |
| 28 | Claude Sonnet 4.5 | 161 | Sep 2025 | Official leaderboard | |
| 29 | GPT-5.6 Luna | 156 | Jul 2026 | Official leaderboard | |
| 30 | Claude Opus 5 | 152 | Jul 2026 | Official leaderboard | |
| 31 | GPT-5 mini | 143 | Aug 2025 | Official leaderboard | |
| 32 | GPT-6 Luna | 142 | Sep 2026 | Official leaderboard | |
| 33 | | 142 | May 2026 | Official leaderboard | |
| 34 | GPT-5.6 Terra | 132 | Jul 2026 | Official leaderboard | |
| 35 | GPT-5.2 | 126 | Dec 2025 | Official leaderboard | |
| 36 | Grok 4.3 | 125 | Apr 2026 | Official leaderboard | |
| 37 | Claude Sonnet 5 | 82 | Jun 2026 | Official leaderboard | |
| 38 | Claude Sonnet 4.6 | 75 | Feb 2026 | Official leaderboard | |
| 39 | GPT-5.4 Mini | 0 | Mar 2026 | Official leaderboard |
2 models have held number one on the official leaderboard since its release in July 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official Game Arena Bargaining 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 Bargaining 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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