Structural validity

Test: Codex Violation Detection

Avg. Score

96.5%

Scenarios

Overall Performance

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

Rank ▲	Model	Score	Avg. Cost	Avg. Time	Stability
1	Gemini 3.1 Flash Lite (Preview)	100.0%	$0.0019	2.2s	100%
2	Claude 3 Haiku	100.0%	$0.0015	3.6s	100%
3	Ministral 3B	99.9%	$0.0002	2.9s	99%
4	Gemini 2.5 Flash	100.0%	$0.0025	2.8s	100%
5	Mistral Small Creative	100.0%	$0.0006	4.3s	99%
6	Ministral 3 3B	99.9%	$0.0005	3.3s	99%
7	GPT-4.1 Mini	100.0%	$0.0015	5.8s	100%
8	Gemini 3 Flash (Preview)	100.0%	$0.0031	4.5s	100%
9	Inception Mercury 2	100.0%	$0.0030	4.6s	100%
10	Inception Mercury	100.0%	$0.0005	9.5s	100%
11	Arcee AI: Trinity Mini	100.0%	$0.0004	10.3s	100%
12	Mistral Small 3.2 24B	100.0%	$0.0006	10.4s	100%
13	Grok 4.20 (Beta)	100.0%	$0.0059	2.5s	100%
14	ByteDance Seed 1.6 Flash	100.0%	$0.0009	12.0s	100%
15	Gemma 3 27B	100.0%	$0.0005	13.3s	100%
16	Mistral Large 3	100.0%	$0.0030	10.2s	100%
17	GPT-5.4 Mini (Reasoning, Low)	100.0%	$0.0055	6.7s	100%
18	DeepSeek V3 (2024-12-26)	100.0%	$0.0019	15.6s	100%
19	DeepSeek V3.2	100.0%	$0.0013	17.2s	100%
20	Qwen 2.5 72B	99.9%	$0.0008	13.9s	98%
21	Mistral Small 4 (Reasoning)	100.0%	$0.0020	16.3s	100%
22	Gemini 2.5 Flash Lite (Reasoning)	100.0%	$0.0020	17.6s	100%
23	GPT-5.4 Mini	99.7%	$0.0033	3.1s	94%
24	Stealth: Healer Alpha	100.0%	$0.0000	21.8s	100%
25	Qwen3 235B A22B Instruct 2507	100.0%	$0.0007	21.1s	100%
26	Z.AI GLM 4.5	100.0%	$0.0026	18.5s	100%
27	Writer: Palmyra X5	100.0%	$0.0062	12.1s	100%
28	Grok 4.1 Fast	100.0%	$0.0021	21.1s	100%
29	Hermes 3 405B	100.0%	$0.0044	17.2s	100%
30	Gemini 2.5 Flash (Reasoning)	100.0%	$0.0079	12.5s	100%
31	Z.AI GLM 5 Turbo	100.0%	$0.0072	17.1s	100%
32	Mistral Large 2	100.0%	$0.012	8.8s	100%
33	Mistral Large	100.0%	$0.012	9.1s	100%
34	MiniMax M2.5	99.9%	$0.0020	25.5s	99%
35	GPT-5.4	100.0%	$0.013	8.8s	100%
36	GPT-4o, Aug. 6th (temp=0)	100.0%	$0.015	5.0s	100%
37	MiniMax M2.7	100.0%	$0.0022	29.4s	100%
38	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.011	18.0s	100%
39	Stealth: Hunter Alpha	100.0%	$0.0000	44.0s	100%
40	GPT-5.4 (Reasoning, Low)	100.0%	$0.020	13.5s	100%
41	Claude Sonnet 4	100.0%	$0.023	9.0s	100%
42	GPT-4o, May 13th (temp=1)	100.0%	$0.026	3.7s	100%
43	Claude Sonnet 4.5	100.0%	$0.024	8.9s	100%
44	Claude Sonnet 4.6	100.0%	$0.024	9.9s	100%
45	Ministral 3 14B	98.9%	$0.0010	6.3s	80%
46	Mistral Small 4	98.8%	$0.0008	4.3s	78%
47	Mistral Medium 3.1	98.9%	$0.0029	7.7s	80%
48	Gemma 3 12B	98.7%	$0.0003	12.0s	80%
49	o4 Mini	100.0%	$0.019	28.1s	100%
50	GPT-4o Mini (temp=1)	98.3%	$0.0006	7.4s	77%
51	DeepSeek-V2 Chat	98.9%	$0.0020	13.1s	80%
52	Grok 4.20 (Beta, Reasoning)	100.0%	$0.026	16.8s	100%
53	Grok 4 Fast	98.6%	$0.0018	12.8s	79%
54	GPT-5.4 Mini (Reasoning)	100.0%	$0.020	28.6s	100%
55	Claude 3.5 Haiku	98.8%	$0.0049	6.2s	78%
56	GPT-5.2	100.0%	$0.024	24.2s	100%
57	Z.AI GLM 4.7 Flash	100.0%	$0.0018	1.1m	100%
58	GPT-4o, Aug. 6th (temp=1)	98.9%	$0.011	3.6s	80%
59	GPT-5 Mini	99.9%	$0.0092	51.7s	99%
60	ByteDance Seed 1.6	100.0%	$0.0067	1.0m	100%
61	Stealth: Aurora Alpha	98.8%	—	6.2s	78%
62	ByteDance Seed 2.0 Lite	100.0%	$0.0067	1.1m	100%
63	Z.AI GLM 4.7	100.0%	$0.0091	1.0m	100%
64	Z.AI GLM 5	100.0%	$0.013	56.4s	100%
65	Ministral 3 8B	97.5%	$0.0007	4.8s	69%
66	Claude Opus 4.5	100.0%	$0.041	9.7s	100%
67	Claude Opus 4.6	100.0%	$0.040	10.2s	100%
68	Qwen 3 32B	98.2%	$0.0010	27.8s	77%
69	Claude 3.5 Sonnet	100.0%	$0.042	10.5s	100%
70	Qwen 3.5 35B	100.0%	$0.017	54.8s	100%
71	Gemini 2.5 Pro	100.0%	$0.035	23.2s	100%
72	Qwen 3.5 Plus (2026-02-15)	98.9%	$0.0041	34.2s	80%
73	Z.AI GLM 4.6	99.9%	$0.0049	1.3m	99%
74	GPT-4.1	97.7%	$0.0081	10.0s	72%
75	DeepSeek V3 (2025-03-24)	97.7%	$0.0015	22.9s	72%
76	Qwen 3.5 Flash	99.4%	$0.0038	1.0m	89%
77	Llama 3.1 Nemotron 70B	97.7%	$0.0055	18.5s	72%
78	Mistral NeMO	96.0%	$0.0007	13.3s	62%
79	o4 Mini High	100.0%	$0.033	51.3s	100%
80	MoonshotAI: Kimi K2.5	100.0%	$0.015	1.5m	100%
81	Qwen 3.5 122B	100.0%	$0.026	1.2m	100%
82	Claude Haiku 4.5	95.5%	$0.0078	5.8s	61%
83	GPT-5.4 (Reasoning)	100.0%	$0.042	43.1s	100%
84	GPT-5.1	100.0%	$0.037	52.8s	100%
85	Gemma 3 4B	93.5%	$0.0002	12.5s	59%
86	Gemini 3 Pro (Preview)	99.9%	$0.050	34.0s	98%
87	Claude 3.7 Sonnet	96.6%	$0.023	10.2s	66%
88	GPT-4o Mini (temp=0)	94.4%	$0.0006	25.0s	56%
89	Qwen 3.5 27B	100.0%	$0.021	1.7m	100%
90	GPT-4o, May 13th (temp=0)	96.6%	$0.030	5.4s	66%
91	DeepSeek V3.1	94.3%	$0.0014	31.1s	56%
92	Ministral 8B	91.9%	$0.0005	5.6s	47%
93	Aion 2.0	97.6%	$0.0084	1.3m	70%
94	Grok 4	100.0%	$0.051	1.2m	100%
95	Llama 3.1 70B	92.3%	$0.0021	24.3s	49%
96	ByteDance Seed 2.0 Mini	100.0%	$0.0029	2.7m	100%
97	Claude Opus 4.6 (Reasoning)	100.0%	$0.076	32.0s	100%
98	Hermes 3 70B	92.2%	$0.0013	29.2s	47%
99	Gemini 2.5 Flash Lite	88.8%	$0.0005	2.3s	39%
100	Qwen 3.5 9B	99.4%	$0.0020	2.4m	89%
101	Gemini 3.1 Pro (Preview)	100.0%	$0.068	52.3s	100%
102	Llama 3.1 8B	88.5%	$0.0002	16.1s	43%
103	Cohere Command R+ (Aug. 2024)	91.5%	$0.014	10.0s	45%
104	Claude Sonnet 4.6 (Reasoning)	100.0%	$0.076	51.3s	100%
105	Nemotron 3 Super	97.6%	$0.0000	2.3m	72%
106	GPT-5	100.0%	$0.061	1.6m	100%
107	GPT-5 Nano	96.5%	$0.0049	1.9m	64%
108	Nemotron 3 Nano	100.0%	$0.0031	3.5m	100%
109	Claude Opus 4	100.0%	$0.116	15.8s	100%
110	Rocinante 12B	80.2%	$0.0009	6.0s	26%
111	Arcee AI: Trinity Large (Preview)	97.6%	$0.0000	3.1m	72%
112	GPT-5.4 Nano (Reasoning)	81.3%	$0.0035	16.6s	23%
113	Qwen 3.5 397B A17B	98.9%	$0.026	2.9m	80%
114	WizardLM 2 8x22b	61.5%	$0.0036	15.7s	11%
115	GPT-5.4 Nano	53.0%	$0.0008	2.9s	4%
116	GPT-4.1 Nano	42.8%	$0.0004	3.9s	16%
117	GPT-5.4 Nano (Reasoning, Low)	52.1%	$0.0013	6.1s	1%
118	LFM2 24B	41.0%	$0.0008	1.9m	0%
96.48%

Individual Scenarios

matrix

▼

Large codex (40 entries), long passage (1,019 words)

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	99	99.9%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	99	99.9%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	99	99	99.8%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100	100	96	99.6%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	96	99.6%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	96	99.6%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	90	99.0%
Ministral 3B	100	100	100	100	100	100	99	99	98	94	99.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	94	93	98.7%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	50	95.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	10	91.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	10	91.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	10	91.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	10	91.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	98	10	90.8%
DeepSeek V3.1	100	100	100	100	100	100	100	99	96	10	90.5%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	0	90.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	0	90.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	10	10	82.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	10	10	82.0%
Rocinante 12B	100	100	100	100	100	100	100	100	10	0	81.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	0	0	80.0%
Llama 3.1 8B	100	100	100	100	100	100	99	75	10	10	79.4%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	10	10	10	73.0%
LFM2 24B	100	100	100	100	100	100	99	10	10	10	72.9%
Llama 3.1 70B	100	100	100	100	100	100	95	10	10	0	71.5%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	0	0	0	0	60.0%
Gemma 3 4B	100	100	100	100	50	50	50	10	10	10	58.0%
Gemini 2.5 Flash Lite	100	100	100	100	98	69	0	0	0	0	56.7%
GPT-4o Mini (temp=0)	100	100	100	100	100	10	10	10	10	10	55.0%
GPT-4.1 Nano	100	100	50	50	40	28	10	10	0	0	38.8%
GPT-5.4 Nano	50	50	50	50	50	10	0	0	0	0	26.0%

▼

Large codex (40 entries), short passage (165 words)

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	99	99.9%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	97	99.7%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	95	99.5%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	92	99.2%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	90	99.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	95	95	99.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	10	91.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	10	91.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	10	91.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	96	10	90.6%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	0	90.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	100	0	90.0%
Gemma 3 4B	100	100	100	100	100	100	100	99	50	50	89.9%
Llama 3.1 70B	100	100	100	100	100	100	100	96	95	0	89.1%
Hermes 3 70B	100	100	100	100	100	100	100	100	77	0	87.7%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	10	10	82.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	10	10	82.0%
LFM2 24B	100	100	100	100	100	100	100	99	10	10	81.9%
Llama 3.1 8B	100	100	100	100	100	100	100	94	10	10	81.4%
GPT-5 Nano	100	100	100	100	100	100	100	100	10	0	81.0%
Rocinante 12B	100	100	100	100	100	100	94	10	0	0	70.4%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	0	0	0	0	0	0	40.0%
GPT-4.1 Nano	100	50	50	50	50	40	30	10	10	0	39.0%
GPT-5.4 Nano	100	100	50	50	50	10	0	0	0	0	36.0%
WizardLM 2 8x22b	10	10	10	10	0	0	0	0	0	0	4.0%

▼

Small codex (7 entries), long passage (734 words)

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	98	99.8%
Llama 3.1 70B	100	100	100	100	100	100	100	100	100	94	99.4%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	90	99.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	75	97.5%
Ministral 8B	100	100	100	100	100	100	100	100	100	50	95.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	10	91.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	10	91.0%
Llama 3.1 8B	100	100	100	100	100	100	100	100	100	10	91.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	0	90.0%
Mistral NeMO	100	100	100	100	100	100	100	100	0	0	80.0%
Rocinante 12B	100	100	100	100	100	95	90	83	0	0	76.9%
GPT-5.4 Nano	100	100	100	100	100	100	100	0	0	0	70.0%
WizardLM 2 8x22b	100	100	100	100	63	50	50	50	10	10	63.2%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	0	0	0	0	60.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	0	0	0	0	0	0	40.0%
GPT-4.1 Nano	100	100	50	50	50	47	0	0	0	0	39.7%
LFM2 24B	0	0	0	0	0	0	0	0	0	0	0.0%

▼

Small codex (7 entries), short passage (165 words)

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	0	90.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-4.1 Nano	100	100	100	75	50	50	50	50	50	50	67.5%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	0	0	0	0	0	50.0%
WizardLM 2 8x22b	100	50	50	50	10	10	10	10	0	0	29.0%
LFM2 24B	0	0	0	0	0	0	0	0	0	0	0.0%

tiers

▼

5 codex entries

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100	100	96	99.6%
Mistral NeMO	100	100	100	100	100	100	100	100	100	83	98.3%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	10	91.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	10	91.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	0	90.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	90	0	89.0%
Rocinante 12B	100	100	100	100	100	100	100	10	10	10	73.0%
GPT-5.4 Nano	100	100	100	100	100	100	50	0	0	0	65.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	0	0	0	0	60.0%
GPT-4.1 Nano	100	100	50	50	50	50	50	0	0	0	45.0%
WizardLM 2 8x22b	10	10	10	10	10	10	0	0	0	0	6.0%
LFM2 24B	0	0	0	0	0	0	0	0	0	0	0.0%

▼

10 codex entries

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	94	99.4%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	75	97.5%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100	100	0	90.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100	100	0	90.0%
Llama 3.1 8B	100	100	100	100	100	100	100	90	10	10	81.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	10	10	10	73.0%
Rocinante 12B	100	100	100	100	100	100	88	10	0	0	69.8%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	50	10	10	0	0	0	47.0%
GPT-5.4 Nano	100	100	100	50	10	0	0	0	0	0	36.0%
GPT-4.1 Nano	100	50	50	50	0	0	0	0	0	0	25.0%
LFM2 24B	0	0	0	0	0	0	0	0	0	0	0.0%

▼

20 codex entries

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100	100	97	99.7%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	95	99.5%
Llama 3.1 8B	100	100	100	100	100	100	100	100	100	80	98.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	50	95.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	50	95.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	50	95.0%
Rocinante 12B	100	100	100	100	100	100	95	88	83	75	94.2%
LFM2 24B	100	100	100	100	100	100	83	83	75	75	91.7%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	10	91.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	10	91.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	10	91.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	10	91.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	10	91.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	0	90.0%
Ministral 8B	100	100	100	100	100	100	100	100	100	0	90.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	10	10	82.0%
GPT-4.1	100	100	100	100	100	100	100	93	10	10	81.3%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	0	0	0	0	60.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	0	0	0	0	0	50.0%
GPT-5.4 Nano	100	100	100	100	100	0	0	0	0	0	50.0%
GPT-4.1 Nano	100	100	50	50	50	50	10	10	0	0	42.0%

▼

40 codex entries

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	100	100.0%
Hermes 3 70B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	100	98	99.8%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	10	91.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	100	10	91.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	100	0	90.0%
Mistral NeMO	100	100	100	100	100	100	100	100	100	0	90.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100	91	0	89.1%
LFM2 24B	100	100	100	100	100	100	100	96	10	10	81.6%
Llama 3.1 8B	100	100	100	100	100	96	83	75	10	10	77.4%
Rocinante 12B	100	100	100	100	100	100	100	50	10	0	76.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	98	48	0	0	74.6%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	0	0	0	70.0%
GPT-5.4 Nano	100	100	100	100	100	100	10	0	0	0	61.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	10	0	0	0	0	51.0%
Ministral 8B	100	100	100	100	100	0	0	0	0	0	50.0%
GPT-4.1 Nano	100	50	50	50	50	50	50	50	0	0	45.0%

Structural validity

Overall Performance

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)

Individual Scenarios

matrix

Large codex (40 entries), long passage (1,019 words)

Large codex (40 entries), short passage (165 words)

Small codex (7 entries), long passage (734 words)

Small codex (7 entries), short passage (165 words)

tiers

5 codex entries

10 codex entries

20 codex entries

40 codex entries