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Test: Write N of X

Avg. Score

93.2%

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	Ministral 3 3B	100.0%	$0.0002	1.4s	100%
2	Gemini 2.5 Flash Lite	100.0%	$0.0003	1.3s	100%
3	Ministral 3 8B	100.0%	$0.0003	2.3s	100%
4	Mistral Small Creative	100.0%	$0.0003	2.4s	100%
5	Gemini 2.5 Flash	100.0%	$0.0009	2.1s	100%
6	Ministral 3 14B	100.0%	$0.0004	3.6s	100%
7	Stealth: Aurora Alpha	100.0%	—	3.6s	100%
8	GPT-4.1 Nano	100.0%	$0.0002	4.2s	100%
9	Mistral Small 3.2 24B	100.0%	$0.0002	4.2s	100%
10	Grok 4 Fast	100.0%	$0.0005	4.0s	100%
11	GPT-4.1 Mini	100.0%	$0.0007	4.1s	100%
12	Grok 4.1 Fast	100.0%	$0.0005	4.8s	100%
13	ByteDance Seed 1.6 Flash	100.0%	$0.0003	5.2s	100%
14	Llama 3.1 70B	100.0%	$0.0017	3.0s	100%
15	Gemini 3 Flash (Preview)	100.0%	$0.0017	3.5s	100%
16	Gemma 3 12B	100.0%	$0.0001	7.7s	100%
17	Mistral Medium 3.1	100.0%	$0.0013	6.6s	100%
18	Claude 3.5 Haiku	100.0%	$0.0024	4.7s	100%
19	Mistral Large 3	100.0%	$0.0013	7.1s	100%
20	Llama 3.1 Nemotron 70B	100.0%	$0.0007	8.7s	100%
21	GPT-5 Mini	100.0%	$0.0016	7.6s	100%
22	Qwen 2.5 72B	100.0%	$0.0008	9.3s	100%
23	Gemma 3 27B	100.0%	$0.0002	10.5s	100%
24	Z.AI GLM 4.5	100.0%	$0.0011	9.1s	100%
25	DeepSeek V3 (2024-12-26)	100.0%	$0.0008	9.7s	100%
26	GPT-4.1	100.0%	$0.0038	4.8s	100%
27	o4 Mini	100.0%	$0.0031	7.7s	100%
28	GPT-5.2	100.0%	$0.0047	6.2s	100%
29	Minimax M2.5	100.0%	$0.0009	13.2s	100%
30	Writer: Palmyra X5	100.0%	$0.0030	9.9s	100%
31	DeepSeek-V2 Chat	100.0%	$0.0003	14.7s	100%
32	GPT-5.1	100.0%	$0.0045	7.8s	100%
33	Mistral Large 2	100.0%	$0.0052	7.4s	100%
34	GPT-4o, Aug. 6th (temp=0)	100.0%	$0.0071	4.7s	100%
35	GPT-4o, Aug. 6th (temp=1)	100.0%	$0.0074	4.7s	100%
36	DeepSeek V3.2	100.0%	$0.0005	17.1s	100%
37	o4 Mini High	100.0%	$0.0050	11.8s	100%
38	GPT-5 Nano	100.0%	$0.0007	19.6s	100%
39	Qwen 3.5 Plus (2026-02-15)	100.0%	$0.0014	18.4s	100%
40	Claude Sonnet 4.6	100.0%	$0.0097	7.3s	100%
41	Claude Sonnet 4.5	100.0%	$0.0100	7.7s	100%
42	Z.AI GLM 4.7 Flash	100.0%	$0.0006	25.1s	100%
43	Claude Sonnet 4	100.0%	$0.010	8.3s	100%
44	GPT-5	100.0%	$0.0076	14.4s	100%
45	MoonshotAI: Kimi K2.5	100.0%	$0.0034	24.5s	100%
46	Gemini 2.5 Pro	100.0%	$0.012	10.4s	100%
47	Grok 4	100.0%	$0.011	16.4s	100%
48	Claude Opus 4.5	100.0%	$0.016	8.1s	100%
49	Claude 3.5 Sonnet	100.0%	$0.0089	21.6s	100%
50	ByteDance Seed 1.6	100.0%	$0.0030	32.3s	100%
51	Claude Opus 4.6	100.0%	$0.017	9.8s	100%
52	GPT-4o Mini (temp=0)	100.0%	$0.0004	40.5s	100%
53	Gemini 3.1 Pro (Preview)	100.0%	$0.018	15.8s	100%
54	Gemini 3 Pro (Preview)	100.0%	$0.019	13.8s	100%
55	GPT-4o, May 13th (temp=1)	100.0%	$0.012	31.1s	100%
56	Z.AI GLM 4.6	100.0%	$0.0033	46.7s	100%
57	GPT-4o Mini (temp=1)	100.0%	$0.0004	57.0s	100%
58	Claude 3 Haiku	96.7%	$0.0008	21.9s	64%
59	GPT-4o, May 13th (temp=0)	100.0%	$0.012	40.5s	100%
60	Z.AI GLM 5	100.0%	$0.0058	51.6s	100%
61	DeepSeek V3 (2025-03-24)	93.3%	$0.0006	10.5s	50%
62	Qwen 3.5 397B A17B	100.0%	$0.0076	54.5s	100%
63	Llama 3.1 8B	90.0%	$0.0004	1.2s	40%
64	DeepSeek V3.1	93.3%	$0.0006	15.3s	50%
65	Mistral Large	100.0%	$0.022	35.2s	100%
66	Cohere Command R+ (Aug. 2024)	90.0%	$0.0065	5.6s	40%
67	Hermes 3 405B	86.7%	$0.0000	15.6s	32%
68	Z.AI GLM 4.7	100.0%	$0.0032	1.5m	100%
69	Arcee AI: Trinity Mini	80.0%	$0.0001	2.4s	20%
70	Claude Opus 4	100.0%	$0.051	16.8s	100%
71	WizardLM 2 8x22b	90.0%	$0.0017	45.4s	40%
72	Arcee AI: Trinity Large (Preview)	73.3%	$0.0000	6.9s	12%
73	Claude Haiku 4.5	70.0%	$0.0032	5.0s	8%
74	Hermes 3 70B	66.7%	$0.0007	9.2s	6%
75	Gemma 3 4B	53.3%	$0.0001	3.8s	0%
76	Mistral NeMO	40.0%	$0.0003	2.7s	0%
77	Ministral 3B	33.3%	$0.0001	1.6s	0%
78	Ministral 8B	33.3%	$0.0002	2.1s	0%
79	Rocinante 12B	36.7%	$0.0006	21.3s	0%
80	Claude 3.7 Sonnet	33.3%	$0.010	8.2s	0%
93.25%

Individual Scenarios

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1 paragraph summary

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Gemini 3.1 Pro (Preview)	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%
GPT-5 Mini	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-5.1	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%
MoonshotAI: Kimi K2.5	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%
GPT-5	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%
Z.AI GLM 5	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%
GPT-5.2	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 3 Pro (Preview)	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%
Minimax M2.5	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%
Grok 4	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%
Claude Sonnet 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%
ByteDance Seed 1.6	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%
GPT-4.1	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%
Stealth: Aurora Alpha	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%
GPT-5 Nano	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%
Grok 4 Fast	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%
DeepSeek V3 (2024-12-26)	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%
DeepSeek-V2 Chat	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%
DeepSeek V3.2	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%
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-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%
GPT-4.1 Mini	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 Medium 3.1	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%
Writer: Palmyra X5	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%
Gemini 2.5 Flash	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 Mini (temp=1)	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 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%
Gemini 2.5 Flash Lite	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%
Mistral Large	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 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%
Qwen 2.5 72B	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%
Arcee AI: Trinity Large (Preview)	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%
Claude 3 Haiku	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%
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%
Llama 3.1 8B	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%
Mistral NeMO	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	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 8B	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%
Ministral 3B	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	0	90.0%
Rocinante 12B	100	100	100	100	100	100	0	0	0	0	60.0%

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3 paragraph summary

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Gemini 3.1 Pro (Preview)	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%
GPT-5 Mini	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-5.1	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%
MoonshotAI: Kimi K2.5	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%
GPT-5	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%
Z.AI GLM 5	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%
GPT-5.2	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 3 Pro (Preview)	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%
Minimax M2.5	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%
Grok 4	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%
Claude Sonnet 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%
ByteDance Seed 1.6	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%
GPT-4.1	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%
Stealth: Aurora Alpha	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%
GPT-5 Nano	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%
Claude 3.5 Sonnet	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%
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%
DeepSeek-V2 Chat	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 V3.2	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%
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-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%
GPT-4.1 Mini	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 Medium 3.1	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%
Writer: Palmyra X5	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%
Gemini 2.5 Flash	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%
GPT-4o Mini (temp=0)	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%
Gemini 2.5 Flash Lite	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%
Mistral Large	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 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%
Qwen 2.5 72B	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%
Arcee AI: Trinity Large (Preview)	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%
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%
GPT-4.1 Nano	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%
Hermes 3 405B	100	100	100	100	100	100	100	100	100	0	90.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100	100	0	90.0%
Llama 3.1 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%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100	0	0	80.0%
Hermes 3 70B	100	100	100	100	100	100	100	0	0	0	70.0%
Gemma 3 4B	100	100	100	100	100	100	0	0	0	0	60.0%
Rocinante 12B	100	100	100	0	0	0	0	0	0	0	30.0%
Mistral NeMO	100	0	0	0	0	0	0	0	0	0	10.0%
Claude 3.7 Sonnet	0	0	0	0	0	0	0	0	0	0	0.0%
Ministral 8B	0	0	0	0	0	0	0	0	0	0	0.0%
Ministral 3B	0	0	0	0	0	0	0	0	0	0	0.0%

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5 paragraph summary

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Gemini 3.1 Pro (Preview)	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%
GPT-5 Mini	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-5.1	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%
MoonshotAI: Kimi K2.5	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%
GPT-5	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%
Z.AI GLM 5	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%
GPT-5.2	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 3 Pro (Preview)	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%
Minimax M2.5	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%
Grok 4	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%
Claude Sonnet 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%
ByteDance Seed 1.6	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%
GPT-4.1	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%
Stealth: Aurora Alpha	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%
GPT-5 Nano	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%
Grok 4 Fast	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%
DeepSeek V3 (2024-12-26)	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%
DeepSeek-V2 Chat	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%
Z.AI GLM 4.5	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-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%
GPT-4.1 Mini	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 Medium 3.1	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%
Mistral Large 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%
GPT-4o Mini (temp=1)	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 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%
Gemini 2.5 Flash Lite	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%
Mistral Large	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 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%
Qwen 2.5 72B	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%
Claude 3 Haiku	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%
Ministral 3 3B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	0	0	80.0%
Llama 3.1 8B	100	100	100	100	100	100	100	100	0	0	80.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100	0	0	80.0%
Hermes 3 405B	100	100	100	100	100	100	100	0	0	0	70.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	0	0	0	70.0%
Arcee AI: Trinity Mini	100	100	100	100	0	0	0	0	0	0	40.0%
Hermes 3 70B	100	100	100	0	0	0	0	0	0	0	30.0%
Claude Haiku 4.5	100	100	0	0	0	0	0	0	0	0	20.0%
Arcee AI: Trinity Large (Preview)	100	100	0	0	0	0	0	0	0	0	20.0%
Rocinante 12B	100	100	0	0	0	0	0	0	0	0	20.0%
Mistral NeMO	100	0	0	0	0	0	0	0	0	0	10.0%
Claude 3.7 Sonnet	0	0	0	0	0	0	0	0	0	0	0.0%
Gemma 3 4B	0	0	0	0	0	0	0	0	0	0	0.0%
Ministral 8B	0	0	0	0	0	0	0	0	0	0	0.0%
Ministral 3B	0	0	0	0	0	0	0	0	0	0	0.0%

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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

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