Contains a count of nouns

Test: Novel outline

Avg. Score

78.4%

Scenarios

Overall Performance

Rank ▲	Model	Score	Avg. Cost	Avg. Time	Stability
1	GPT-5.4 Mini (Reasoning, Low)	100.0%	$0.0015	2.6s	100%
2	Gemini 2.5 Flash (Reasoning)	100.0%	$0.0015	2.8s	100%
3	GPT-5.4 (Reasoning, Low)	100.0%	$0.0025	2.6s	100%
4	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.0024	3.6s	100%
5	o4 Mini	100.0%	$0.0023	5.1s	100%
6	Grok 4.20 (Beta, Reasoning)	100.0%	$0.0045	2.8s	100%
7	DeepSeek V4 Flash (Reasoning)	100.0%	$0.0001	8.4s	100%
8	GPT-5.4 (Reasoning)	100.0%	$0.0028	6.0s	100%
9	o4 Mini High	100.0%	$0.0028	6.5s	100%
10	Grok 4.20 (Reasoning)	100.0%	$0.0030	6.6s	100%
11	Qwen 3.6 35B	100.0%	$0.0017	8.8s	100%
12	GPT-5.5 (Reasoning, Low)	100.0%	$0.0093	2.7s	100%
13	GPT-5 Nano	100.0%	$0.0004	13.0s	100%
14	GPT-5.5 (Reasoning)	100.0%	$0.0099	3.5s	100%
15	Gemini 3.5 Flash (Reasoning)	100.0%	$0.0097	3.9s	100%
16	Gemini 2.5 Flash Lite (Reasoning)	98.0%	$0.0003	2.0s	72%
17	Qwen 3.5 Flash	100.0%	$0.0008	14.3s	100%
18	Qwen 3.5 35B	100.0%	$0.0039	11.7s	100%
19	Gemini 2.5 Pro	100.0%	$0.0089	6.4s	100%
20	Aion 2.0	100.0%	$0.0020	13.7s	100%
21	Qwen 3.5 122B	100.0%	$0.0050	10.8s	100%
22	MoonshotAI: Kimi K2.5	100.0%	$0.0020	13.9s	100%
23	Claude Opus 4.6	100.0%	$0.012	4.1s	100%
24	Gemini 3 Pro (Preview)	100.0%	$0.010	6.5s	100%
25	GPT-5.1	98.0%	$0.0017	4.1s	72%
26	GPT-5 Mini	98.0%	$0.0010	6.9s	72%
27	Gemini 3.1 Pro (Preview)	100.0%	$0.011	9.2s	100%
28	MoonshotAI: Kimi K2.6	100.0%	$0.0029	18.7s	100%
29	Claude Opus 4.6 (Reasoning)	100.0%	$0.015	6.0s	100%
30	GPT-5.4 Mini (Reasoning)	96.0%	$0.0016	3.1s	61%
31	Claude Opus 4.7 (Reasoning)	100.0%	$0.019	3.1s	100%
32	Qwen 3.5 Plus (2026-04-20)	100.0%	$0.0034	19.9s	100%
33	Grok 4	100.0%	$0.011	12.0s	100%
34	Z.AI GLM 5.1	100.0%	$0.0045	20.6s	100%
35	Qwen 3.5 27B	100.0%	$0.0036	21.8s	100%
36	Qwen 3.6 Flash	96.0%	$0.0021	5.9s	61%
37	Grok 4.1 Fast	94.0%	$0.0004	3.3s	53%
38	Inception Mercury 2	92.0%	$0.0003	513ms	46%
39	Claude Sonnet 4.6 (Reasoning)	98.0%	$0.0094	5.7s	72%
40	MiniMax M2.5	96.0%	$0.0007	9.1s	61%
41	Qwen3.7 Max	100.0%	$0.012	15.8s	100%
42	GPT-5.2	94.0%	$0.0025	2.9s	53%
43	GPT-OSS 120B	96.0%	$0.0003	10.1s	61%
44	Gemma 4 26B (Reasoning)	100.0%	$0.0003	28.2s	100%
45	Xiaomi MIMO v2.5 Pro	94.0%	$0.0014	6.8s	53%
46	Gemma 4 31B (Reasoning)	100.0%	$0.0004	30.7s	100%
47	Stealth: Aurora Alpha	94.0%	—	1.4s	53%
48	Llama 3.1 Nemotron 70B	94.0%	$0.0006	9.2s	53%
49	Z.AI GLM 5 Turbo	92.0%	$0.0019	4.6s	46%
50	DeepSeek V4 Pro (Reasoning)	98.0%	$0.0015	20.5s	72%
51	Claude Sonnet 4	94.0%	$0.0075	4.2s	53%
52	Gemini 3.1 Flash Lite (Reasoning)	88.0%	$0.0007	1.2s	35%
53	Gemini 3.1 Flash Lite	88.0%	$0.0006	1.4s	35%
54	Qwen3.6 Max Preview	100.0%	$0.0090	26.1s	100%
55	Qwen 3.6 27B	96.0%	$0.0044	16.7s	61%
56	GPT-5.4 Nano (Reasoning, Low)	86.0%	$0.0004	2.9s	31%
57	Qwen 3.5 397B A17B	100.0%	$0.0057	34.3s	100%
58	Gemini 3.1 Flash Lite (Preview)	84.0%	$0.0006	1.1s	27%
59	Nemotron 3 Super	90.0%	$0.0000	11.3s	40%
60	GPT-4.1	86.0%	$0.0022	3.5s	31%
61	DeepSeek V3.2	90.0%	$0.0004	11.9s	40%
62	Z.AI GLM 4.7 Flash	92.0%	$0.0004	15.7s	46%
63	Qwen3 235B A22B Instruct 2507	90.0%	$0.0003	12.5s	40%
64	MiniMax M2.7	86.0%	$0.0007	7.2s	31%
65	Inception Mercury	80.0%	$0.0000	565ms	20%
66	GPT-5.4 Nano (Reasoning)	82.0%	$0.0005	2.8s	23%
67	Mistral Small 4 (Reasoning)	82.0%	$0.0004	3.4s	23%
68	Claude Opus 4.5	90.0%	$0.013	3.8s	40%
69	Claude Sonnet 4.5	86.0%	$0.0074	3.4s	31%
70	Z.AI GLM 5	90.0%	$0.0024	15.8s	40%
71	Stealth: Hunter Alpha	86.0%	$0.0000	12.8s	31%
72	ByteDance Seed 1.6 Flash	80.0%	$0.0004	5.2s	20%
73	Z.AI GLM 4.6	96.0%	$0.0019	31.1s	61%
74	Qwen 3 32B	86.0%	$0.0005	15.3s	31%
75	Z.AI GLM 4.7	96.0%	$0.0017	32.6s	61%
76	Ministral 3 14B	76.0%	$0.0003	3.0s	15%
77	Mistral Large 2	82.0%	$0.0044	6.2s	23%
78	Gemma 4 31B	78.0%	$0.0002	6.6s	17%
79	Mistral NeMO	74.0%	$0.0002	2.4s	12%
80	Claude Haiku 4.5	76.0%	$0.0026	2.4s	15%
81	DeepSeek V3 (2025-03-24)	82.0%	$0.0006	12.1s	23%
82	Gemini 3.5 Flash (Reasoning, Minimal)	74.0%	$0.0035	1.4s	12%
83	Ministral 3 8B	70.0%	$0.0002	1.7s	8%
84	Grok 4.20	72.0%	$0.0018	2.2s	10%
85	Grok 4.3 (Reasoning)	82.0%	$0.0030	13.1s	23%
86	Qwen 3.5 9B	96.0%	$0.0006	39.5s	61%
87	ByteDance Seed 1.6	80.0%	$0.0015	13.5s	20%
88	Claude Opus 4.7	84.0%	$0.017	2.3s	27%
89	Stealth: Healer Alpha	72.0%	$0.0000	6.5s	10%
90	Qwen 3.5 Plus (2026-02-15)	78.0%	$0.0016	11.7s	17%
91	Mistral Medium 3.1	68.0%	$0.0009	2.9s	7%
92	GPT-4.1 Mini	66.0%	$0.0002	1.8s	5%
93	Claude Sonnet 4.6	72.0%	$0.0064	2.1s	10%
94	DeepSeek V3 (2024-12-26)	70.0%	$0.0007	6.4s	8%
95	Claude 3.7 Sonnet	74.0%	$0.0068	4.4s	12%
96	Xiaomi MIMO v2.5	68.0%	$0.0009	4.5s	7%
97	DeepSeek V4 Flash	64.0%	$0.0001	2.6s	4%
98	Grok 4.20 (Beta)	66.0%	$0.0014	3.3s	5%
99	Arcee AI: Trinity Mini	64.0%	$0.0001	3.4s	4%
100	Arcee AI: Trinity Large (Preview)	64.0%	$0.0000	3.8s	4%
101	Gemma 3 12B	64.0%	$0.0001	3.8s	4%
102	Mistral Small Creative	62.0%	$0.0002	2.0s	3%
103	Z.AI GLM 4.5 Air	74.0%	$0.0006	13.6s	12%
104	Ministral 3 3B	60.0%	$0.0002	1.2s	2%
105	Llama 3.1 70B	66.0%	$0.0011	5.8s	5%
106	Z.AI GLM 4.5	66.0%	$0.0007	7.2s	5%
107	ByteDance Seed 2.0 Lite	80.0%	$0.0021	21.0s	20%
108	Llama 3.1 8B	58.0%	$0.0002	1.8s	1%
109	GPT-5.4 Nano	58.0%	$0.0004	2.3s	1%
110	DeepSeek-V2 Chat	64.0%	$0.0003	8.0s	4%
111	Nemotron 3 Nano	66.0%	$0.0002	10.1s	5%
112	Gemini 3 Flash (Preview)	56.0%	$0.0012	1.6s	1%
113	Mistral Small 4	54.0%	$0.0002	1.5s	0%
114	Claude 3 Haiku	54.0%	$0.0005	1.3s	0%
115	Writer: Palmyra X5	66.0%	$0.0025	9.1s	5%
116	GPT-5.4	56.0%	$0.0022	1.6s	1%
117	Ministral 8B	52.0%	$0.0002	1.4s	0%
118	Gemma 4 26B	60.0%	$0.0002	7.5s	2%
119	DeepSeek V3.1	64.0%	$0.0004	10.9s	4%
120	Mistral Large 3	54.0%	$0.0010	2.6s	0%
121	Claude 3.5 Sonnet	64.0%	$0.0067	4.6s	4%
122	Ministral 3B	50.0%	$0.0001	1.2s	0%
123	Qwen 2.5 72B	58.0%	$0.0006	6.5s	1%
124	Gemini 2.5 Flash Lite	48.0%	$0.0001	482ms	0%
125	Gemini 2.5 Flash	48.0%	$0.0002	535ms	0%
126	DeepSeek V4 Pro	60.0%	$0.0010	9.4s	2%
127	GPT-4o Mini (temp=1)	46.0%	$0.0002	919ms	0%
128	Hermes 3 70B	50.0%	$0.0006	3.6s	0%
129	GPT-4o, May 13th (temp=1)	62.0%	$0.0095	3.4s	3%
130	Mistral Large	54.0%	$0.0040	3.3s	0%
131	Gemma 3 4B	42.0%	$0.0001	1.1s	0%
132	WizardLM 2 8x22b	52.0%	$0.0015	6.3s	0%
133	Gemma 3 27B	46.0%	$0.0002	4.4s	0%
134	GPT-4o Mini (temp=0)	40.0%	$0.0002	811ms	0%
135	GPT-5	58.0%	$0.0042	9.0s	1%
136	GPT-4.1 Nano	40.0%	$0.0001	1.3s	0%
137	GPT-4o, Aug. 6th (temp=1)	46.0%	$0.0038	1.3s	0%
138	GPT-5.4 Mini	40.0%	$0.0011	651ms	0%
139	Mistral Small 3.2 24B	42.0%	$0.0002	3.0s	0%
140	GPT-5.5	50.0%	$0.0073	1.2s	0%
141	Grok 4 Fast	40.0%	$0.0003	2.1s	0%
142	GPT-4o, Aug. 6th (temp=0)	44.0%	$0.0037	1.2s	0%
143	Grok 4.3	40.0%	$0.0014	1.7s	0%
144	GPT-4o, May 13th (temp=0)	56.0%	$0.0096	4.1s	1%
145	LFM2 24B	42.0%	$0.0001	4.9s	0%
146	Rocinante 12B	52.0%	$0.0004	11.8s	0%
147	Cohere Command R+ (Aug. 2024)	44.0%	$0.0049	2.9s	0%
148	Hermes 3 405B	44.0%	$0.0000	8.1s	0%
149	Claude Opus 4	84.0%	$0.037	9.8s	27%
150	ByteDance Seed 2.0 Mini	76.0%	$0.0008	39.1s	15%
78.37%

Individual Scenarios

outline-count

▼

Count acts

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	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 5.1	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%
Gemini 3.5 Flash (Reasoning)	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%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (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-5.5 (Reasoning, Low)	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%
MoonshotAI: Kimi K2.6	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%
Gemma 4 31B (Reasoning)	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%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	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%
Grok 4.20 (Reasoning)	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%
Qwen 3.6 Flash	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%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 27B	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%
GPT-5.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	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%
Xiaomi MIMO v2.5 Pro	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%
Gemma 4 31B	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%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-OSS 120B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (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%
Gemma 4 26B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite	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%
Xiaomi MIMO v2.5	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%
Z.AI GLM 4.5 Air	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%
DeepSeek V4 Pro	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 V4 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20	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 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-5.4 Nano (Reasoning, Low)	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%
GPT-5.4 Nano	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%
GPT-4.1 Nano	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%
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%
LFM2 24B	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%
Grok 4.3 (Reasoning)	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	100	0	90.0%
Grok 4.3	100	100	100	100	100	100	100	100	100	0	90.0%
Grok 4 Fast	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-5	100	100	100	100	100	100	0	0	0	0	60.0%

▼

Count chapters

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	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 5.1	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%
Gemini 3.5 Flash (Reasoning)	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%
Grok 4.3 (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%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (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-5.5 (Reasoning, Low)	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%
MoonshotAI: Kimi K2.6	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%
Gemma 4 31B (Reasoning)	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%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	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%
Grok 4.20 (Reasoning)	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%
Qwen 3.6 Flash	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%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 27B	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%
GPT-5.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	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%
Xiaomi MIMO v2.5 Pro	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%
Gemma 4 31B	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%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-OSS 120B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (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%
Gemma 4 26B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite	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%
Xiaomi MIMO v2.5	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%
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%
Z.AI GLM 4.5 Air	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%
DeepSeek V4 Pro	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 V4 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20	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 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-5.4 Nano (Reasoning, Low)	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%
Grok 4.3	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%
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%
GPT-5.4 Nano	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%
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%
GPT-4.1 Nano	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%
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%
LFM2 24B	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%
GPT-5	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 4.7 Flash	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	100	0	90.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100	100	0	90.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	0	90.0%
Ministral 3B	100	100	100	100	100	100	100	100	0	0	80.0%
ByteDance Seed 2.0 Mini	100	100	100	100	0	0	0	0	0	0	40.0%
Grok 4 Fast	100	100	100	100	0	0	0	0	0	0	40.0%

▼

Count scenes

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	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 5.1	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.3 (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%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (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-5.5 (Reasoning, Low)	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%
MoonshotAI: Kimi K2.6	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%
Gemma 4 31B (Reasoning)	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%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	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%
Grok 4.20 (Reasoning)	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%
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%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 27B	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%
Qwen 3.6 35B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	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%
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%
Qwen 3.5 35B	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%
GPT-5.4 Mini (Reasoning, Low)	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 Nano	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%
Arcee AI: Trinity Mini	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	0	90.0%
Qwen 3.6 Flash	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	0	90.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	0	90.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	100	100	100	100	0	90.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	0	90.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	100	0	90.0%
Mistral Small 4 (Reasoning)	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	100	0	90.0%
Inception Mercury	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100	100	0	90.0%
ByteDance Seed 1.6 Flash	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%
Claude Opus 4.5	100	100	100	100	100	100	100	100	0	0	80.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	0	0	80.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100	0	0	80.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-OSS 120B	100	100	100	100	100	100	100	100	0	0	80.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100	0	0	80.0%
Mistral Large 2	100	100	100	100	100	100	100	100	0	0	80.0%
Grok 4.20	100	100	100	100	100	100	100	100	0	0	80.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	0	0	80.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	0	0	80.0%
Z.AI GLM 5	100	100	100	100	100	100	100	0	0	0	70.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	0	0	0	70.0%
GPT-5.2	100	100	100	100	100	100	100	0	0	0	70.0%
MiniMax M2.7	100	100	100	100	100	100	100	0	0	0	70.0%
Grok 4 Fast	100	100	100	100	100	100	100	0	0	0	70.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	0	0	0	70.0%
Stealth: Aurora Alpha	100	100	100	100	100	100	100	0	0	0	70.0%
DeepSeek V3.2	100	100	100	100	100	100	100	0	0	0	70.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	0	0	0	0	60.0%
GPT-4.1	100	100	100	100	100	100	0	0	0	0	60.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	0	0	0	0	60.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	0	0	0	0	60.0%
Inception Mercury 2	100	100	100	100	100	100	0	0	0	0	60.0%
Claude Haiku 4.5	100	100	100	100	100	0	0	0	0	0	50.0%
Xiaomi MIMO v2.5	100	100	100	100	100	0	0	0	0	0	50.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	0	0	0	0	0	50.0%
Nemotron 3 Nano	100	100	100	100	100	0	0	0	0	0	50.0%
Ministral 3 3B	100	100	100	100	100	0	0	0	0	0	50.0%
Gemma 4 31B	100	100	100	100	0	0	0	0	0	0	40.0%
Stealth: Healer Alpha	100	100	100	100	0	0	0	0	0	0	40.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	0	0	0	0	0	0	40.0%
Claude 3.5 Sonnet	100	100	100	100	0	0	0	0	0	0	40.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	0	0	0	0	0	0	40.0%
Claude Sonnet 4.6	100	100	100	0	0	0	0	0	0	0	30.0%
Claude Opus 4	100	100	100	0	0	0	0	0	0	0	30.0%
DeepSeek-V2 Chat	100	100	100	0	0	0	0	0	0	0	30.0%
ByteDance Seed 2.0 Lite	100	100	100	0	0	0	0	0	0	0	30.0%
Claude 3.7 Sonnet	100	100	100	0	0	0	0	0	0	0	30.0%
Z.AI GLM 4.5 Air	100	100	100	0	0	0	0	0	0	0	30.0%
Mistral Small 4	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-5.4 Nano	100	100	100	0	0	0	0	0	0	0	30.0%
Claude Opus 4.7	100	100	0	0	0	0	0	0	0	0	20.0%
Z.AI GLM 4.5	100	100	0	0	0	0	0	0	0	0	20.0%
Gemma 4 26B	100	100	0	0	0	0	0	0	0	0	20.0%
GPT-4o, May 13th (temp=1)	100	100	0	0	0	0	0	0	0	0	20.0%
DeepSeek V4 Flash	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%
Ministral 3 14B	100	100	0	0	0	0	0	0	0	0	20.0%
Claude 3 Haiku	100	100	0	0	0	0	0	0	0	0	20.0%
WizardLM 2 8x22b	100	100	0	0	0	0	0	0	0	0	20.0%
GPT-5.5	100	0	0	0	0	0	0	0	0	0	10.0%
Qwen 3.5 Plus (2026-02-15)	100	0	0	0	0	0	0	0	0	0	10.0%
Mistral Large 3	100	0	0	0	0	0	0	0	0	0	10.0%
GPT-5.4	100	0	0	0	0	0	0	0	0	0	10.0%
GPT-4.1 Mini	100	0	0	0	0	0	0	0	0	0	10.0%
DeepSeek V4 Pro	100	0	0	0	0	0	0	0	0	0	10.0%
DeepSeek V3.1	100	0	0	0	0	0	0	0	0	0	10.0%
Mistral Large	100	0	0	0	0	0	0	0	0	0	10.0%
Writer: Palmyra X5	100	0	0	0	0	0	0	0	0	0	10.0%
GPT-4o Mini (temp=1)	100	0	0	0	0	0	0	0	0	0	10.0%
Gemma 3 12B	100	0	0	0	0	0	0	0	0	0	10.0%
Llama 3.1 70B	100	0	0	0	0	0	0	0	0	0	10.0%
Mistral Medium 3.1	100	0	0	0	0	0	0	0	0	0	10.0%
Mistral Small Creative	100	0	0	0	0	0	0	0	0	0	10.0%
Hermes 3 70B	100	0	0	0	0	0	0	0	0	0	10.0%
Ministral 3 8B	100	0	0	0	0	0	0	0	0	0	10.0%
Cohere Command R+ (Aug. 2024)	100	0	0	0	0	0	0	0	0	0	10.0%
Ministral 8B	100	0	0	0	0	0	0	0	0	0	10.0%
Llama 3.1 8B	100	0	0	0	0	0	0	0	0	0	10.0%
LFM2 24B	100	0	0	0	0	0	0	0	0	0	10.0%
Gemini 3.5 Flash (Reasoning, Minimal)	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o, May 13th (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
Gemini 3 Flash (Preview)	0	0	0	0	0	0	0	0	0	0	0.0%
Hermes 3 405B	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o, Aug. 6th (temp=1)	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o, Aug. 6th (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-5.4 Mini	0	0	0	0	0	0	0	0	0	0	0.0%
Gemini 2.5 Flash Lite	0	0	0	0	0	0	0	0	0	0	0.0%
Gemini 2.5 Flash	0	0	0	0	0	0	0	0	0	0	0.0%
Grok 4.3	0	0	0	0	0	0	0	0	0	0	0.0%
Mistral Small 3.2 24B	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o Mini (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
Gemma 3 27B	0	0	0	0	0	0	0	0	0	0	0.0%
Qwen 2.5 72B	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4.1 Nano	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 3B	0	0	0	0	0	0	0	0	0	0	0.0%
Rocinante 12B	0	0	0	0	0	0	0	0	0	0	0.0%

pov-count

▼

Count point of views for Jack Harper

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	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 5.1	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%
Gemini 3.5 Flash (Reasoning)	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%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (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-5.5 (Reasoning, Low)	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%
MoonshotAI: Kimi K2.6	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%
Gemma 4 31B (Reasoning)	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%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	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%
Grok 4.20 (Reasoning)	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%
Qwen 3.6 Flash	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 4.7	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%
Qwen 3.6 35B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	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%
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%
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%
GPT-OSS 120B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (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%
Qwen 3.5 9B	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%
ByteDance Seed 2.0 Lite	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%
Stealth: Aurora Alpha	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 V3.2	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%
Gemma 3 12B	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%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100	100	0	90.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Qwen 3.6 27B	100	100	100	100	100	100	100	100	100	0	90.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	100	0	90.0%
MiniMax M2.5	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	100	0	90.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	100	100	0	90.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100	100	0	90.0%
Xiaomi MIMO v2.5	100	100	100	100	100	100	100	100	100	0	90.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100	100	0	90.0%
Mistral Small Creative	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	0	0	80.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	100	100	100	0	0	80.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100	0	0	80.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	0	0	80.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100	0	0	80.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100	0	0	80.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100	0	0	80.0%
Qwen 3 32B	100	100	100	100	100	100	100	100	0	0	80.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	0	0	80.0%
Inception Mercury	100	100	100	100	100	100	100	100	0	0	80.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	0	0	80.0%
Claude Opus 4.5	100	100	100	100	100	100	100	0	0	0	70.0%
MiniMax M2.7	100	100	100	100	100	100	100	0	0	0	70.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	0	0	0	70.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	0	0	0	70.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	0	0	0	70.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	0	0	0	70.0%
GPT-5.4	100	100	100	100	100	100	100	0	0	0	70.0%
Z.AI GLM 4.5 Air	100	100	100	100	100	100	100	0	0	0	70.0%
Mistral Large 2	100	100	100	100	100	100	100	0	0	0	70.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	0	0	0	70.0%
DeepSeek V4 Flash	100	100	100	100	100	100	100	0	0	0	70.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	0	0	0	70.0%
Llama 3.1 70B	100	100	100	100	100	100	100	0	0	0	70.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	0	0	0	70.0%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	0	0	0	0	60.0%
Gemma 4 31B	100	100	100	100	100	100	0	0	0	0	60.0%
Mistral Large 3	100	100	100	100	100	100	0	0	0	0	60.0%
Nemotron 3 Super	100	100	100	100	100	100	0	0	0	0	60.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	0	0	0	0	60.0%
Grok 4.20	100	100	100	100	100	100	0	0	0	0	60.0%
Mistral Large	100	100	100	100	100	100	0	0	0	0	60.0%
Nemotron 3 Nano	100	100	100	100	100	100	0	0	0	0	60.0%
Ministral 3 14B	100	100	100	100	100	100	0	0	0	0	60.0%
Ministral 3 8B	100	100	100	100	100	100	0	0	0	0	60.0%
Gemma 4 26B	100	100	100	100	100	0	0	0	0	0	50.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	0	0	0	0	0	50.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	0	0	0	0	0	50.0%
GPT-5.5	100	100	100	100	0	0	0	0	0	0	40.0%
Gemini 2.5 Flash Lite	100	100	100	100	0	0	0	0	0	0	40.0%
Mistral Small 4	100	100	100	100	0	0	0	0	0	0	40.0%
Qwen 2.5 72B	100	100	100	100	0	0	0	0	0	0	40.0%
Claude 3 Haiku	100	100	100	100	0	0	0	0	0	0	40.0%
Ministral 3 3B	100	100	100	100	0	0	0	0	0	0	40.0%
Mistral NeMO	100	100	100	100	0	0	0	0	0	0	40.0%
Ministral 8B	100	100	100	100	0	0	0	0	0	0	40.0%
Rocinante 12B	100	100	100	100	0	0	0	0	0	0	40.0%
Claude Sonnet 4.6	100	100	100	0	0	0	0	0	0	0	30.0%
Grok 4.20 (Beta)	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-4.1 Mini	100	100	100	0	0	0	0	0	0	0	30.0%
DeepSeek V4 Pro	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-5.4 Nano	100	100	100	0	0	0	0	0	0	0	30.0%
Llama 3.1 8B	100	100	100	0	0	0	0	0	0	0	30.0%
Ministral 3B	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-5	100	100	0	0	0	0	0	0	0	0	20.0%
GPT-4o, Aug. 6th (temp=0)	100	100	0	0	0	0	0	0	0	0	20.0%
Hermes 3 70B	100	100	0	0	0	0	0	0	0	0	20.0%
WizardLM 2 8x22b	100	100	0	0	0	0	0	0	0	0	20.0%
Hermes 3 405B	100	0	0	0	0	0	0	0	0	0	10.0%
Grok 4.3	100	0	0	0	0	0	0	0	0	0	10.0%
Arcee AI: Trinity Mini	100	0	0	0	0	0	0	0	0	0	10.0%
Gemma 3 4B	100	0	0	0	0	0	0	0	0	0	10.0%
Grok 4 Fast	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o, May 13th (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-5.4 Mini	0	0	0	0	0	0	0	0	0	0	0.0%
Gemini 2.5 Flash	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o Mini (temp=1)	0	0	0	0	0	0	0	0	0	0	0.0%
Mistral Small 3.2 24B	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o Mini (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
Gemma 3 27B	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4.1 Nano	0	0	0	0	0	0	0	0	0	0	0.0%
Cohere Command R+ (Aug. 2024)	0	0	0	0	0	0	0	0	0	0	0.0%
LFM2 24B	0	0	0	0	0	0	0	0	0	0	0.0%

▼

Count point of views for Olivia

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	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 5.1	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%
Gemini 3.5 Flash (Reasoning)	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%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning, Low)	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%
MoonshotAI: Kimi K2.6	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%
Gemma 4 31B (Reasoning)	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%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	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%
Grok 4.20 (Reasoning)	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%
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%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	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%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	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%
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%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5 Pro	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%
GPT-OSS 120B	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%
Qwen 3.5 Plus (2026-02-15)	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%
Z.AI GLM 4.7 Flash	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%
Stealth: Aurora Alpha	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%
Ministral 3 14B	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	100	0	90.0%
Qwen 3.6 Flash	100	100	100	100	100	100	100	100	100	0	90.0%
Qwen 3.6 27B	100	100	100	100	100	100	100	100	100	0	90.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	0	90.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	100	0	90.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100	100	0	90.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	0	90.0%
Gemma 4 31B	100	100	100	100	100	100	100	100	100	0	90.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100	100	0	90.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	0	90.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-4.1 Mini	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	100	0	90.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	100	0	90.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	0	90.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100	0	0	80.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100	0	0	80.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	0	0	80.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	0	0	80.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100	0	0	80.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	0	0	80.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100	0	0	80.0%
Ministral 3 8B	100	100	100	100	100	100	100	100	0	0	80.0%
GPT-4.1	100	100	100	100	100	100	100	0	0	0	70.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	0	0	0	70.0%
Z.AI GLM 4.5 Air	100	100	100	100	100	100	100	0	0	0	70.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	0	0	0	70.0%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	0	0	0	0	60.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	0	0	0	0	60.0%
DeepSeek V4 Pro	100	100	100	100	100	100	0	0	0	0	60.0%
Mistral Large 2	100	100	100	100	100	100	0	0	0	0	60.0%
Claude Sonnet 4.5	100	100	100	100	100	0	0	0	0	0	50.0%
Stealth: Healer Alpha	100	100	100	100	100	0	0	0	0	0	50.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	0	0	0	0	0	50.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	0	0	0	0	0	50.0%
Qwen 3 32B	100	100	100	100	100	0	0	0	0	0	50.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	0	0	0	0	0	50.0%
Llama 3.1 70B	100	100	100	100	100	0	0	0	0	0	50.0%
Qwen 2.5 72B	100	100	100	100	100	0	0	0	0	0	50.0%
Llama 3.1 8B	100	100	100	100	100	0	0	0	0	0	50.0%
ByteDance Seed 1.6	100	100	100	100	0	0	0	0	0	0	40.0%
Z.AI GLM 4.5	100	100	100	100	0	0	0	0	0	0	40.0%
Claude Haiku 4.5	100	100	100	100	0	0	0	0	0	0	40.0%
Gemini 2.5 Flash	100	100	100	100	0	0	0	0	0	0	40.0%
Writer: Palmyra X5	100	100	100	100	0	0	0	0	0	0	40.0%
ByteDance Seed 1.6 Flash	100	100	100	100	0	0	0	0	0	0	40.0%
Mistral NeMO	100	100	100	100	0	0	0	0	0	0	40.0%
Ministral 3B	100	100	100	100	0	0	0	0	0	0	40.0%
Gemma 4 26B	100	100	100	0	0	0	0	0	0	0	30.0%
Gemini 3 Flash (Preview)	100	100	100	0	0	0	0	0	0	0	30.0%
DeepSeek V4 Flash	100	100	100	0	0	0	0	0	0	0	30.0%
Inception Mercury	100	100	100	0	0	0	0	0	0	0	30.0%
Gemma 3 27B	100	100	100	0	0	0	0	0	0	0	30.0%
Mistral Medium 3.1	100	100	100	0	0	0	0	0	0	0	30.0%
Nemotron 3 Nano	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-5.4 Nano	100	100	100	0	0	0	0	0	0	0	30.0%
Arcee AI: Trinity Large (Preview)	100	100	100	0	0	0	0	0	0	0	30.0%
GPT-5	100	100	0	0	0	0	0	0	0	0	20.0%
DeepSeek-V2 Chat	100	100	0	0	0	0	0	0	0	0	20.0%
Grok 4.20 (Beta)	100	100	0	0	0	0	0	0	0	0	20.0%
DeepSeek V3.1	100	100	0	0	0	0	0	0	0	0	20.0%
Grok 4.20	100	100	0	0	0	0	0	0	0	0	20.0%
GPT-4o Mini (temp=1)	100	100	0	0	0	0	0	0	0	0	20.0%
Hermes 3 70B	100	100	0	0	0	0	0	0	0	0	20.0%
WizardLM 2 8x22b	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%
Grok 4 Fast	100	0	0	0	0	0	0	0	0	0	10.0%
GPT-4o, May 13th (temp=1)	100	0	0	0	0	0	0	0	0	0	10.0%
Hermes 3 405B	100	0	0	0	0	0	0	0	0	0	10.0%
Mistral Small 3.2 24B	100	0	0	0	0	0	0	0	0	0	10.0%
Gemma 3 12B	100	0	0	0	0	0	0	0	0	0	10.0%
Mistral Small Creative	100	0	0	0	0	0	0	0	0	0	10.0%
Claude 3 Haiku	100	0	0	0	0	0	0	0	0	0	10.0%
Arcee AI: Trinity Mini	100	0	0	0	0	0	0	0	0	0	10.0%
Cohere Command R+ (Aug. 2024)	100	0	0	0	0	0	0	0	0	0	10.0%
Ministral 3 3B	100	0	0	0	0	0	0	0	0	0	10.0%
Ministral 8B	100	0	0	0	0	0	0	0	0	0	10.0%
GPT-5.5	0	0	0	0	0	0	0	0	0	0	0.0%
Mistral Large 3	0	0	0	0	0	0	0	0	0	0	0.0%
Xiaomi MIMO v2.5	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-5.4	0	0	0	0	0	0	0	0	0	0	0.0%
Claude 3.5 Sonnet	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o, Aug. 6th (temp=1)	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o, Aug. 6th (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-5.4 Mini	0	0	0	0	0	0	0	0	0	0	0.0%
Gemini 2.5 Flash Lite	0	0	0	0	0	0	0	0	0	0	0.0%
Mistral Large	0	0	0	0	0	0	0	0	0	0	0.0%
Grok 4.3	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4o Mini (temp=0)	0	0	0	0	0	0	0	0	0	0	0.0%
Mistral Small 4	0	0	0	0	0	0	0	0	0	0	0.0%
GPT-4.1 Nano	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%
LFM2 24B	0	0	0	0	0	0	0	0	0	0	0.0%

Contains a count of nouns

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

outline-count

Count acts

Count chapters

Count scenes

pov-count

Count point of views for Jack Harper

Count point of views for Olivia