Benchmark Almanac

PACT

GPT-5.5 1,607 leads since April 2026
Not in model cards

Two models bargain over 20 rounds as buyer and seller, each with a hidden private value. Matches across many pairings rank the models.

The repo was created on July 30th, 2025 and updated on June 23rd, 2026.

Made by
Lech Mazur
Released
July 2025
Kind
Multi-agent games
Level
Everyday
Scored
Ranked by matches
Answers
Open-ended
Tasks
All public
Strongest model tested
Claude Fable 5 #11 on the capability index
Last model added
June 2026
Scores refreshed
November 12th, 2026
26
Models scored on its own leaderboard

GPT-5.5 leads with 1,607 among models released by June 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 June 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:

Bars start at 1,350.

  1. 1 GPT-5.5 high 1,607
  2. 2 Claude Fable 5 high 1,603
  3. 3 DeepSeek-V4-Pro 1,570
  4. 4 GLM-5.2 max 1,566
  5. 5 Claude Opus 4.8 high 1,562
  6. 6 Kimi K2.6 1,560
  7. 7 Gemini 3.1 Pro 1,557
  8. 8 Gemma 4 31B IT reasoning 1,557
  9. 9 GLM-5.1 1,554
  10. 10 Claude Sonnet 4.6 high 1,546
  11. 11 Mistral Medium 3.5 high 1,538
  12. 12 Trinity Large Thinking 1,526
  13. 13 Tencent Hy3 preview 1,520
  14. 14 Qwen3.7-Max 1,511
  15. 15 Claude Haiku 4.5 1,510
  16. 16 Gemini 3.1 Flash-Lite 1,509
  17. 17 MiMo-V2.5-Pro 1,508
  18. 18 Grok 4.3 1,504
  19. 19 Step 3.7 Flash high 1,500
  20. 20 gpt-oss-120b 1,496
  21. 21 Seed2.0 Pro 1,491
  22. 22 ERNIE 5.1 1,485
  23. 23 DeepSeek-V4-Flash 1,483
  24. 24 Mistral Large 3 1,449
  25. 25 Amazon Nova Pro 1,426
  26. 26 Llama 4 Maverick 1,394

Source: Official PACT leaderboard

#ModelScoreSettingDateSource
1 GPT-5.5 1,607 high Apr 2026 Official leaderboard
2 Claude Fable 5 1,603 high Jun 2026 Official leaderboard
3 DeepSeek-V4-Pro 1,570 Apr 2026 Official leaderboard
4 GLM-5.2 1,566 max Jun 2026 Official leaderboard
5 Claude Opus 4.8 1,562 high May 2026 Official leaderboard
6 Kimi K2.6 1,560 Apr 2026 Official leaderboard
7 Gemini 3.1 Pro 1,557 Feb 2026 Official leaderboard
8 Gemma 4 31B IT 1,557 reasoning Apr 2026 Official leaderboard
9 GLM-5.1 1,554 Apr 2026 Official leaderboard
10 Claude Sonnet 4.6 1,546 high Feb 2026 Official leaderboard
11 Mistral Medium 3.5 1,538 high Apr 2026 Official leaderboard
12 Trinity Large Thinking 1,526 Apr 2026 Official leaderboard
13 Tencent Hy3 preview 1,520 Apr 2026 Official leaderboard
14 Qwen3.7-Max 1,511 May 2026 Official leaderboard
15 Claude Haiku 4.5 1,510 Oct 2025 Official leaderboard
16 Gemini 3.1 Flash-Lite 1,509 Mar 2026 Official leaderboard
17 MiMo-V2.5-Pro 1,508 Apr 2026 Official leaderboard
18 Grok 4.3 1,504 Apr 2026 Official leaderboard
19 Step 3.7 Flash 1,500 high May 2026 Official leaderboard
20 gpt-oss-120b 1,496 Aug 2025 Official leaderboard
21 Seed2.0 Pro 1,491 Feb 2026 Official leaderboard
22 ERNIE 5.1 1,485 May 2026 Official leaderboard
23 DeepSeek-V4-Flash 1,483 Apr 2026 Official leaderboard
24 Mistral Large 3 1,449 Dec 2025 Official leaderboard
25 Amazon Nova Pro 1,426 Dec 2024 Official leaderboard
26 Llama 4 Maverick 1,394 Apr 2025 Official leaderboard

7 models have held number one on the official leaderboard since its release in July 2025

Lab claims count from the day the card came out, independent runs from the model’s release.

Amazon OpenAI Anthropic Google DeepMind Moonshot AI
Own leaderboard Not tested since Jun 2026
GPT-5.5 1,607

Source: Official PACT 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
1,400 1,500 1,600 2025 2026 1,400 1,500 1,600 2025 2026

Source: Official PACT 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

All 82 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%