Benchmark Almanac

Game Arena Bargaining

Gemini 4 Carbon 317 leads since October 2026
Not in model cards

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
39
Models scored on its own leaderboard

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.

  1. 1 Gemini 4 Carbon 317
  2. 2 GPT-5.5 274
  3. 3 Claude Fable 5.2 252
  4. 4 GPT-6 Astra 246
  5. 5 Gemini 4 Argon 244
  6. 6 Claude Sonnet 5.5 243
  7. 7 GPT-6.1 Sol 239
  8. 8 Claude Opus 5.5 234
  9. 9 Claude Fable 5.1 224
  10. 10 Grok 4.20 reasoning 220
  11. 11 Grok 4.5 218
  12. 12 GPT-5.6 Sol 218
  13. 13 Gemini 3.7 Flash 214
  14. 14 GPT-6.1 Terra 214
  15. 15 Grok 4.6 214
  16. 16 Gemini 3.8 Flash 208
  17. 17 GPT-6 Sol 206
  18. 18 Gemini 3.1 Pro 188
  19. 19 Claude Opus 4.7 188
  20. 20 o3 187
  21. 21 GPT-5.4 186
  22. 22 Gemini 3 Flash 180
  23. 23 Gemini 3.6 Flash 173
  24. 24 Claude Opus 4.6 172
  25. 25 Claude Opus 4.8 172
  26. 26 Grok 4.7 163
  27. 27 Claude Haiku 5.5 163
  28. 28 Claude Sonnet 4.5 161
  29. 29 GPT-5.6 Luna 156
  30. 30 Claude Opus 5 152
  31. 31 GPT-5 mini 143
  32. 32 GPT-6 Luna 142
  33. 33 Gemini 3.5 Flash 142
  34. 34 GPT-5.6 Terra 132
  35. 35 GPT-5.2 126
  36. 36 Grok 4.3 125
  37. 37 Claude Sonnet 5 82
  38. 38 Claude Sonnet 4.6 75
  39. 39 GPT-5.4 Mini 0

Source: Official Game Arena Bargaining leaderboard

#ModelScoreSettingDateSource
1 Gemini 4 Carbon 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 Gemini 4 Argon 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 Gemini 3.7 Flash 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 Gemini 3.8 Flash 208 Sep 2026 Official leaderboard
17 GPT-6 Sol 206 Sep 2026 Official leaderboard
18 Gemini 3.1 Pro 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 Gemini 3 Flash 180 Dec 2025 Official leaderboard
23 Gemini 3.6 Flash 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 Gemini 3.5 Flash 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.

OpenAI Google DeepMind
Own leaderboard 2 leaders

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.

On the benchmark’s own leaderboard
0 100 200 300 400 2025 2026 2027 0 100 200 300 400 2025 2026 2027

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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