MysteryMechanism

Rediscovering hidden mathematical mechanisms through a limited number of experiments. Run by Vals AI.

Results

#	Model	Provider	Result	Date
1	GPT-6 Astra Max	OpenAI	53.2%	2026-11-09
2	Claude Fable 5.2 High	Anthropic	51.8%	2026-11-09
3	Claude Opus 5.5 Max	Anthropic	49.6%	2026-11-09
4	Claude Sonnet 5.5 Max	Anthropic	49.1%	2026-11-09
5	Claude Fable 5.1 Max	Anthropic	47.7%	2026-11-09
6	GPT-6.1 Sol Max	OpenAI	46.4%	2026-11-09
7	Gemini 4 Argon High	Google	45.5%	2026-11-09
8	Claude Opus 5 Max	Anthropic	37.4%	2026-11-09
9	Gemini 3.8 Flash High	Google	36.5%	2026-11-09
10	Muse Spark 1.3 Max	Meta	36.0%	2026-11-09
11	Claude Haiku 5.5 Max	Anthropic	35.1%	2026-11-09
12	Muse Wonder Full Max	Meta	35.1%	2026-11-09
13	GPT-5.6 Sol Max	OpenAI	33.3%	2026-11-09
14	Grok 4.6 High	xAI	30.6%	2026-11-09
15	GPT-6 Sol Max	OpenAI	30.2%	2026-11-09
16	Muse Wonder Max	Meta	27.5%	2026-11-09
17	Kimi K3.1 Pro Max	Moonshot AI	26.1%	2026-11-09
18	Grok 4.7 Extra High	xAI	25.2%	2026-11-09
19	Qwen3.8 Max	Alibaba	23.9%	2026-11-09
20	GLM-5.3 Max	Zhipu AI	23.0%	2026-11-09
21	Ember-1	Fireworks	22.5%	2026-11-09
22	Beam 1.0	Reflection	22.1%	2026-11-09
23	MiMo-V2.6-Flash	Xiaomi	21.6%	2026-11-09
24	DeepSeek V4.1 Flash High	DeepSeek	21.2%	2026-11-09
25	Gemini 3.1 Pro Preview High	Google	20.7%	2026-11-09
26	GPT-6 Luna Max	OpenAI	19.4%	2026-11-09
27	Step 5 Preview	StepFun	18.5%	2026-11-09
28	MiMo-V2.6-Pro	Xiaomi	15.3%	2026-11-09
29	GPT-5.6 Luna Max	OpenAI	14.4%	2026-11-09
30	Mistral Large 4 High	Mistral	12.2%	2026-11-09