All benchmarks
Reasoning

Mystery Game Puzzles

100 positions from a puzzle version of a well-known game that Epoch AI deliberately does not name, so that no model can be prepared for it. Each position, given as text, has a single best move. Epoch AI runs it.

Hard, novel problems: graduate science, abstract puzzles, expert exams. One of 8 comparable tests in reasoning, a category the Index averages.

Read with care. Epoch AI publishes neither the game, the prompt, example positions nor model transcripts, so a result cannot be checked from outside.

Publisher: Epoch AI (internal runs)

What a model is asked to do

Find the single best move in a position from a well-known game whose identity the publisher keeps secret.

For exampleThe position is described in plain text, along with whose turn it is. Exactly one legal move keeps the win. Submit it in the game's standard notation.

Why it matters. Because the game is not named, no model can have been tuned for the test. The result reflects reasoning rather than preparation.

The example is original and illustrative, not an item from the dataset.

Models scored here
72
Who produced the numbers
Run by Epoch AI
Items graded
n = 100 (1.0% each)
Best published result
90.0%
Newest release covered
November 9, 2026 (active)
Chance level
9%
License
CC BY 4.0 (via Epoch AI)
Direction
Higher is better
Scale
Published as a share of items solved. For the Index, each score is measured as a share of the best published result (90.0%) above chance: random guessing (9%) reads 0 and the frontier reads 100, so a high-guessing exam is not flattered.
Provenance
Epoch AI ran the evaluation itself, under settings it documents per model, and publishes the log of every answer.

Snapshot November 10, 2026

Ranking on this test

72 models on Mystery Game Puzzles

Best published run per model, and how close each one comes to the best published result on this test (the frontier reads 100, measured above chance). Every number links to the publisher that produced it. Internal runs are marked and carry their run details on the model page. One item on this test is 1.0 points, so read gaps smaller than that as noise.

#ModelScoreProduced by
1Claude Fable 5.2Anthropic90.0%Epoch-run
2GPT-6 AstraOpenAI84.0%Epoch-run
3GPT-6.1 SolOpenAI80.0%Epoch-run
4GPT-6.1 TerraOpenAI74.0%Epoch-run
5Claude Opus 5.5Anthropic71.0%Epoch-run
6Claude Sonnet 5.5Anthropic65.0%Epoch-run
7Gemini 4 ArgonGoogle64.0%Epoch-run
8Claude Opus 5Anthropic59.0%Epoch-run
9Claude Fable 5.1Anthropic58.0%Epoch-run
10GPT-5.6 SolOpenAI58.0%Epoch-run
11GPT-6 SolOpenAI56.0%Epoch-run
12GPT-5.5OpenAI56.0%Epoch-run
13Claude Fable 5Anthropic52.0%Epoch-run
14Muse WonderMeta51.0%Epoch-run
15DeepSeek V4.1 FlashDeepSeek49.0%Epoch-run
16Gemini 3.8 FlashGoogle47.0%Epoch-run
17DeepSeek V4 ProDeepSeek43.0%Epoch-run
18Kimi K3.1 ProMoonshot AI42.0%Epoch-run
19Qwen3.8 MaxAlibaba38.0%Epoch-run
20Gemini 3.7 FlashGoogle37.0%Epoch-run
21GPT-5.4OpenAI37.0%Epoch-run
22Claude Opus 4.8Anthropic36.0%Epoch-run
23GPT-5.6 TerraOpenAI35.0%Epoch-run
24Claude Sonnet 5Anthropic35.0%Epoch-run
25Grok 4.6xAI34.0%Epoch-run
26Gemini 3.1 ProGoogle34.0%Epoch-run
27DeepSeek V4 FlashDeepSeek34.0%Epoch-run
28GLM 5.3Zhipu AI33.0%Epoch-run
29Gemini 3.5 FlashGoogle32.0%Epoch-run
30Qwen3.7 MaxAlibaba32.0%Epoch-run
31Claude Haiku 5.5Anthropic30.0%Epoch-run
32Gemini 3.6 FlashGoogle30.0%Epoch-run
33Grok 4.7xAI29.0%Epoch-run
34Claude Opus 4.7Anthropic28.0%Epoch-run
35Kimi K3Moonshot AI26.0%Epoch-run
36Gemini 3 FlashGoogle26.0%Epoch-run
37Muse Spark 1.3Meta25.0%Epoch-run
38Claude Opus 4.6Anthropic25.0%Epoch-run
39GPT-5.2OpenAI23.0%Epoch-run
40GPT-5OpenAI23.0%Epoch-run
41Claude Opus 4.5Anthropic22.0%Epoch-run
42Qwen3.6 35B-A3BAlibaba22.0%Epoch-run
43GPT-5.6 LunaOpenAI21.0%Epoch-run
44Claude Opus 4.1Anthropic21.0%Epoch-run
45Mistral Large 4Mistral AI20.0%Epoch-run
46Nemotron 3 UltraNVIDIA20.0%Epoch-run
47Qwen3.5 FlashAlibaba20.0%Epoch-run
48GLM 5.2Zhipu AI19.0%Epoch-run
49GPT-5.1OpenAI19.0%Epoch-run
50Gemini 3.5 Flash-LiteGoogle19.0%Epoch-run
51Qwen3.6 MaxAlibaba19.0%Epoch-run
52Qwen3.6 FlashAlibaba18.0%Epoch-run
53Kimi K2.6Moonshot AI18.0%Epoch-run
54Qwen3.5 397B-A17BAlibaba18.0%Epoch-run
55Claude Sonnet 4.5Anthropic17.0%Epoch-run
56Qwen3.7 PlusAlibaba17.0%Epoch-run
57Qwen3.5 122B-A10BAlibaba17.0%Epoch-run
58Qwen3.5 PlusAlibaba17.0%Epoch-run
59Claude Sonnet 4.6Anthropic16.0%Epoch-run
60Qwen3.7 FlashAlibaba15.0%Epoch-run
61Qwen3.6 PlusAlibaba12.0%Epoch-run
62GPT-5.4 miniOpenAI11.0%Epoch-run
63GPT-5 miniOpenAI10.0%Epoch-run
64GPT-6 LunaOpenAI7.0%Epoch-run
65GLM 5.3 FlashZhipu AI8.0%Epoch-run
66Inkling SmallThinking Machines6.0%Epoch-run
67MiniMax M3MiniMax8.0%Epoch-run
68GPT-5.4 nanoOpenAI9.0%Epoch-run
69GPT-5 nanoOpenAI9.0%Epoch-run
70Qwen3.6 27BAlibaba7.0%Epoch-run
71Qwen3 MaxAlibaba5.0%Epoch-run
72GPT-OSS 120BOpenAI2.0%Epoch-run
Theo

The best models, ranked here, working inside Theo.

29 of the models on this page run inside Theo today. Theo picks the right one for each step and always shows which engine answered.