Structural similarity to original

Test: Text Replacement

Avg. Score

98.3%

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 2.5 Flash Lite	100.0%	$0.0003	2.0s	100%
2	Ministral 8B	100.0%	$0.0001	3.6s	100%
3	Ministral 3 8B	100.0%	$0.0002	3.6s	100%
4	Mistral Small Creative	100.0%	$0.0003	3.6s	100%
5	Mistral Small 4	100.0%	$0.0005	3.7s	100%
6	Gemini 3.1 Flash Lite (Preview)	100.0%	$0.0011	2.0s	100%
7	GPT-4.1 Nano	100.0%	$0.0003	4.4s	100%
8	Ministral 3 14B	100.0%	$0.0003	4.8s	100%
9	Gemini 3.1 Flash Lite	100.0%	$0.0011	2.6s	100%
10	GPT-5.4 Nano	100.0%	$0.0009	3.5s	100%
11	Mistral Small 3.2 24B	100.0%	$0.0003	6.2s	100%
12	Gemini 2.5 Flash	100.0%	$0.0018	2.5s	100%
13	Gemini 3.1 Flash Lite (Reasoning)	100.0%	$0.0011	5.0s	100%
14	Gemma 3 4B	100.0%	$0.0001	8.0s	100%
15	GPT-5.4 Nano (Reasoning, Low)	100.0%	$0.0011	5.4s	100%
16	Mistral Medium 3.1	100.0%	$0.0015	5.6s	100%
17	Gemini 3 Flash (Preview)	100.0%	$0.0022	3.9s	100%
18	DeepSeek V4 Flash	100.0%	$0.0002	9.8s	100%
19	Gemma 3 12B	100.0%	$0.0001	10.4s	100%
20	Grok 4 Fast	100.0%	$0.0011	8.7s	100%
21	GPT-4.1 Mini	100.0%	$0.0013	8.3s	100%
22	GPT-4o Mini (temp=1)	100.0%	$0.0005	10.7s	100%
23	Grok 4.20	100.0%	$0.0024	5.3s	100%
24	GPT-5.4 Mini	100.0%	$0.0033	2.7s	100%
25	Grok 4.3	100.0%	$0.0025	5.4s	100%
26	Mistral Large 3	100.0%	$0.0013	8.8s	100%
27	GPT-4o Mini (temp=0)	100.0%	$0.0005	11.6s	100%
28	Grok 4.20 (Beta)	100.0%	$0.0040	2.1s	100%
29	Qwen 3.5 Plus (2026-02-15)	100.0%	$0.0018	8.7s	100%
30	Qwen 2.5 72B	100.0%	$0.0003	13.2s	100%
31	Claude Haiku 4.5	100.0%	$0.0042	4.2s	100%
32	Cydonia 24B V4.1	100.0%	$0.0005	15.2s	100%
33	GPT-5.4 Mini (Reasoning, Low)	100.0%	$0.0040	5.6s	100%
34	Stealth: Healer Alpha	100.0%	$0.0000	17.6s	100%
35	Qwen3 235B A22B Instruct 2507	100.0%	$0.0004	17.0s	100%
36	GPT-5.4 Nano (Reasoning)	100.0%	$0.0022	13.3s	100%
37	Gemma 3 27B	100.0%	$0.0002	19.8s	100%
38	Gemini 3.5 Flash (Reasoning, Minimal)	100.0%	$0.0067	3.0s	100%
39	Grok 4.1 Fast	100.0%	$0.0014	18.6s	100%
40	Writer: Palmyra X5	100.0%	$0.0042	11.0s	100%
41	Mistral Large	100.0%	$0.0052	8.7s	100%
42	GPT-4.1	100.0%	$0.0064	5.3s	100%
43	Mistral Large 2	100.0%	$0.0052	8.8s	100%
44	Gemma 4 26B	100.0%	$0.0003	23.3s	100%
45	DeepSeek V4 Pro	100.0%	$0.0016	19.8s	100%
46	Xiaomi MIMO v2.5	100.0%	$0.0039	15.2s	100%
47	Arcee AI: Trinity Large (Preview)	100.0%	$0.0000	27.1s	100%
48	Gemini 2.5 Flash Lite (Reasoning)	100.0%	$0.0022	21.7s	100%
49	Hermes 3 405B	100.0%	$0.0014	27.5s	100%
50	Gemma 4 31B	100.0%	$0.0004	33.1s	100%
51	GPT-5.4	100.0%	$0.011	7.2s	100%
52	GPT-4o, May 13th (temp=0)	100.0%	$0.013	3.6s	100%
53	GPT-4o, May 13th (temp=1)	100.0%	$0.013	4.0s	100%
54	Claude Sonnet 4.6	100.0%	$0.013	6.0s	100%
55	Claude Sonnet 4.5	100.0%	$0.013	5.9s	100%
56	Gemini 2.5 Flash (Reasoning)	100.0%	$0.0096	15.1s	100%
57	Claude 3.7 Sonnet	100.0%	$0.013	7.2s	100%
58	Claude Sonnet 4	100.0%	$0.013	7.4s	100%
59	Xiaomi MIMO v2.5 Pro	100.0%	$0.0061	27.2s	100%
60	DeepSeek V3.2	100.0%	$0.0005	49.1s	100%
61	GPT-5.4 (Reasoning, Low)	100.0%	$0.015	9.8s	100%
62	GPT-5 Mini	100.0%	$0.0064	39.1s	100%
63	GPT-5.2	100.0%	$0.016	13.8s	100%
64	MiniMax M2.5	100.0%	$0.0019	57.8s	100%
65	Z.AI GLM 4.6	100.0%	$0.0059	46.8s	100%
66	Z.AI GLM 4.5 Air	100.0%	$0.0035	56.7s	100%
67	Claude Opus 4.5	100.0%	$0.021	6.7s	100%
68	Claude Opus 4.6	100.0%	$0.021	7.1s	100%
69	GPT-5.5	100.0%	$0.022	5.8s	100%
70	Z.AI GLM 5 Turbo	100.0%	$0.014	32.0s	100%
71	GPT-5.1	100.0%	$0.019	21.1s	100%
72	DeepSeek V3 (2024-12-26)	98.8%	$0.0010	19.4s	88%
73	ByteDance Seed 1.6	100.0%	$0.0057	1.0m	100%
74	GPT-5.5 (Reasoning, Low)	100.0%	$0.025	8.6s	100%
75	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.018	30.3s	100%
76	Stealth: Hunter Alpha	98.8%	$0.0000	27.6s	88%
77	Claude 3.5 Sonnet	100.0%	$0.025	11.8s	100%
78	Grok 4.20 (Reasoning)	100.0%	$0.013	47.9s	100%
79	Ministral 3B	97.6%	$0.0001	2.3s	83%
80	Claude Opus 4.7	100.0%	$0.030	5.7s	100%
81	Mistral Small 4 (Reasoning)	98.8%	$0.0028	28.3s	88%
82	Qwen 3 32B	98.8%	$0.0010	40.2s	88%
83	DeepSeek V3 (2025-03-24)	98.8%	$0.0007	41.6s	88%
84	Grok 4.20 (Beta, Reasoning)	100.0%	$0.029	19.0s	100%
85	ByteDance Seed 1.6 Flash	97.6%	$0.0009	16.8s	83%
86	Z.AI GLM 4.5	98.8%	$0.0045	36.8s	88%
87	DeepSeek-V2 Chat	97.6%	$0.0009	18.8s	83%
88	Llama 3.1 70B	97.6%	$0.0006	24.7s	83%
89	Ministral 3 3B	96.4%	$0.0001	2.4s	79%
90	GPT-5.4 Mini (Reasoning)	98.8%	$0.013	23.6s	88%
91	Qwen 3.6 Flash	98.8%	$0.011	33.6s	88%
92	GPT-OSS 120B	97.6%	$0.0007	35.0s	83%
93	Grok 4	100.0%	$0.030	36.9s	100%
94	GPT-5.4 (Reasoning)	100.0%	$0.033	29.2s	100%
95	Claude Opus 4.7 (Reasoning)	100.0%	$0.044	8.9s	100%
96	GPT-5.5 (Reasoning)	100.0%	$0.044	15.9s	100%
97	Qwen 3.5 Plus (2026-04-20)	100.0%	$0.016	1.6m	100%
98	ByteDance Seed 2.0 Lite	98.8%	$0.0068	1.3m	88%
99	GPT-5	100.0%	$0.035	51.8s	100%
100	Qwen 3.6 35B	97.6%	$0.0082	44.9s	83%
101	Inception Mercury 2	94.0%	$0.0018	2.5s	74%
102	Llama 3.1 Nemotron 70B	95.0%	$0.0017	18.0s	76%
103	Llama 3.1 8B	94.0%	$0.0001	10.7s	74%
104	Gemini 2.5 Pro	100.0%	$0.046	34.9s	100%
105	DeepSeek V3.1	95.2%	$0.0008	35.6s	77%
106	o4 Mini	97.6%	$0.019	30.0s	83%
107	Qwen 3.5 35B	98.8%	$0.019	1.0m	88%
108	Gemini 3 Pro (Preview)	100.0%	$0.049	33.0s	100%
109	Grok 4.3 (Reasoning)	98.8%	$0.015	1.2m	88%
110	Cohere Command R+ (Aug. 2024)	95.4%	$0.0079	25.9s	78%
111	Mistral NeMO	93.2%	$0.0002	3.1s	70%
112	Z.AI GLM 5	100.0%	$0.016	2.2m	100%
113	Z.AI GLM 4.7	100.0%	$0.011	2.5m	100%
114	Qwen 3.5 27B	100.0%	$0.025	1.9m	100%
115	Gemma 4 26B (Reasoning)	100.0%	$0.0030	3.0m	100%
116	GPT-4o, Aug. 6th (temp=0)	96.4%	$0.0078	3.2s	63%
117	Claude Opus 4	100.0%	$0.063	10.6s	100%
118	Z.AI GLM 5.1	100.0%	$0.026	2.1m	100%
119	Inception Mercury	93.3%	$0.0005	3.7s	63%
120	DeepSeek V4 Flash (Reasoning)	95.2%	$0.0009	1.3m	77%
121	Qwen 3.5 397B A17B	100.0%	$0.010	3.1m	100%
122	LFM2 24B	90.9%	$0.0001	13.0s	68%
123	GPT-5 Nano	95.2%	$0.0035	1.3m	77%
124	Qwen 3.5 122B	98.8%	$0.030	1.4m	88%
125	Qwen 3.6 27B	97.6%	$0.020	1.4m	83%
126	MiniMax M2.7	97.6%	$0.0084	1.9m	83%
127	o4 Mini High	98.8%	$0.039	58.8s	88%
128	Qwen3.7 Max	100.0%	$0.049	1.4m	100%
129	DeepSeek V4 Pro (Reasoning)	100.0%	$0.012	3.2m	100%
130	Z.AI GLM 4.7 Flash	96.4%	$0.0024	2.0m	79%
131	Skyfall 36B V2	91.1%	$0.0008	11.1s	62%
132	Qwen 3.5 Flash	96.4%	$0.0039	1.1m	63%
133	Claude Sonnet 4.6 (Reasoning)	100.0%	$0.071	50.0s	100%
134	Claude Opus 4.6 (Reasoning)	100.0%	$0.076	37.6s	100%
135	Gemma 4 31B (Reasoning)	100.0%	$0.0018	4.2m	100%
136	Aion 2.0	95.2%	$0.0056	1.2m	61%
137	GPT-4o, Aug. 6th (temp=1)	92.9%	$0.0075	3.4s	48%
138	Nemotron 3 Super	90.5%	$0.0000	1.6m	70%
139	WizardLM 2 8x22b	93.1%	$0.0010	1.1m	50%
140	Qwen3.6 Max Preview	100.0%	$0.049	2.9m	100%
141	ByteDance Seed 2.0 Mini	96.4%	$0.0030	3.3m	79%
142	Gemini 3.5 Flash (Reasoning)	96.4%	$0.049	21.0s	63%
143	Arcee AI: Trinity Mini	85.7%	$0.0006	23.0s	55%
144	MoonshotAI: Kimi K2.5	98.8%	$0.020	4.2m	88%
145	Gemini 3.1 Pro (Preview)	100.0%	$0.099	1.5m	100%
146	Qwen 3.5 9B	91.7%	$0.0017	2.4m	58%
147	Claude 3 Haiku	81.0%	$0.0011	5.5s	42%
148	Nemotron 3 Nano	87.0%	$0.0022	2.5m	64%
149	MoonshotAI: Kimi K2.6	98.8%	$0.044	4.8m	88%
150	Rocinante 12B	72.8%	$0.0004	8.8s	34%
151	Hermes 3 70B	78.6%	$0.0014	1.8m	18%
98.28%

Individual Scenarios

Generic Prompt

▼

Avoid said/asked/replied/answered

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5.1	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.6	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100.0%
Gemma 4 31B (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Reasoning)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100.0%
Qwen 3.6 Flash	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100.0%
Qwen 3.6 27B	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100.0%
GPT-5.5	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
Gemma 4 31B	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100.0%
GPT-OSS 120B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5 Air	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100.0%
Grok 4.20	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100.0%
Grok 4.3	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100.0%
Nemotron 3 Nano	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100.0%
Cydonia 24B V4.1	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100.0%
Hermes 3 70B	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100.0%
Llama 3.1 8B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	67	95.2%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	67	95.2%
DeepSeek V3.1	100	100	100	100	100	100	67	95.2%
Skyfall 36B V2	100	100	100	100	100	100	67	95.2%
Ministral 3B	100	100	100	100	100	100	67	95.2%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	67	95.2%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	67	95.2%
Llama 3.1 Nemotron 70B	100	100	100	100	100	67	61	89.7%
LFM2 24B	100	100	100	67	67	67	67	81.0%
Claude 3 Haiku	100	100	67	67	67	67	36	71.7%
Arcee AI: Trinity Mini	67	67	67	67	67	67	67	66.7%
Rocinante 12B	67	67	67	67	67	51	0	55.0%

▼

Passive voice → active voice

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5.1	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.6	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100.0%
Gemma 4 31B (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Reasoning)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100.0%
Qwen 3.6 Flash	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100.0%
GPT-5.5	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100.0%
Gemma 4 31B	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100.0%
GPT-OSS 120B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5 Air	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100.0%
Grok 4.20	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100.0%
Grok 4.3	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100.0%
Cydonia 24B V4.1	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100.0%
Hermes 3 70B	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100.0%
LFM2 24B	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	97	94	92	97.5%
Stealth: Hunter Alpha	100	100	100	100	100	100	67	95.2%
DeepSeek V3.1	100	100	100	100	100	100	67	95.2%
Inception Mercury	100	100	100	100	100	100	67	95.2%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	67	95.2%
o4 Mini High	100	100	100	100	100	100	67	95.2%
Qwen 3.5 35B	100	100	100	100	100	100	67	95.2%
Qwen 3.6 27B	100	100	100	100	100	67	67	90.5%
Qwen 3.6 35B	100	100	100	100	100	67	67	90.5%
o4 Mini	100	100	100	100	100	67	67	90.5%
Qwen 3.5 9B	100	100	100	100	100	67	67	90.5%
Llama 3.1 8B	100	100	100	100	100	67	67	90.5%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	0	85.7%
GPT-5 Nano	100	100	100	100	67	67	67	85.7%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	0	85.7%
Skyfall 36B V2	100	100	100	100	67	67	19	78.9%
Rocinante 12B	100	100	100	85	64	54	45	78.3%
Mistral NeMO	100	100	100	67	67	58	52	77.6%
Nemotron 3 Super	100	100	67	67	67	67	67	76.2%
Nemotron 3 Nano	100	100	67	67	67	67	46	73.2%
WizardLM 2 8x22b	100	100	100	100	100	7	0	72.5%
Claude 3 Haiku	67	67	67	67	67	67	67	66.7%

Specific Prompt

▼

Avoid said/asked/replied/answered

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5.1	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.6	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100.0%
Gemma 4 31B (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Reasoning)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100.0%
Qwen 3.6 27B	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100.0%
GPT-5.5	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
Gemma 4 31B	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100.0%
GPT-OSS 120B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100.0%
Inception Mercury 2	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5 Air	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	100	100.0%
Grok 4.20	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100.0%
Grok 4.3	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100.0%
Cydonia 24B V4.1	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	67	95.2%
Z.AI GLM 4.5	100	100	100	100	100	100	67	95.2%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	67	95.2%
Qwen 3.6 Flash	100	100	100	100	100	100	67	95.2%
Aion 2.0	100	100	100	100	100	100	67	95.2%
DeepSeek V3.1	100	100	100	100	100	100	67	95.2%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	67	95.2%
Mistral NeMO	100	100	100	100	100	100	67	95.2%
Llama 3.1 8B	100	100	100	100	100	100	67	95.2%
Llama 3.1 Nemotron 70B	100	100	100	100	100	67	67	90.5%
ByteDance Seed 2.0 Mini	100	100	100	100	100	67	67	90.5%
Llama 3.1 70B	100	100	100	100	100	67	67	90.5%
Skyfall 36B V2	100	100	100	100	100	67	67	90.5%
Gemini 3.5 Flash (Reasoning)	100	100	100	100	100	100	0	85.7%
Nemotron 3 Nano	100	100	100	100	67	67	67	85.7%
Hermes 3 70B	100	100	100	100	100	100	0	85.7%
Claude 3 Haiku	100	100	100	100	67	67	67	85.7%
Cohere Command R+ (Aug. 2024)	100	100	100	97	67	64	61	84.1%
LFM2 24B	100	100	100	100	65	65	49	82.8%
DeepSeek V4 Flash (Reasoning)	100	100	100	67	67	67	67	81.0%
Arcee AI: Trinity Mini	100	100	100	100	67	67	0	76.2%
Rocinante 12B	95	67	67	67	65	39	38	62.6%

▼

Passive voice → active voice

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5.1	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100.0%
Gemma 4 31B (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B (Reasoning)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Reasoning)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100.0%
Qwen 3.6 Flash	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100.0%
Qwen 3.6 27B	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100.0%
GPT-5.5	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100.0%
Gemma 4 31B	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100.0%
Gemma 4 26B	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100.0%
Xiaomi MIMO v2.5	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5 Air	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Pro	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
DeepSeek V4 Flash	100	100	100	100	100	100	100	100.0%
Grok 4.20	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100.0%
Grok 4.3	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100.0%
Cydonia 24B V4.1	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100.0%
Skyfall 36B V2	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100.0%
LFM2 24B	100	100	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100	67	95.2%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	67	95.2%
DeepSeek V3.1	100	100	100	100	100	100	67	95.2%
Ministral 3B	100	100	100	100	100	100	67	95.2%
MoonshotAI: Kimi K2.6	100	100	100	100	100	100	67	95.2%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	67	95.2%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	67	95.2%
Qwen 3 32B	100	100	100	100	100	100	67	95.2%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	67	95.2%
Rocinante 12B	100	100	100	100	100	100	67	95.2%
MiniMax M2.7	100	100	100	100	100	67	67	90.5%
GPT-OSS 120B	100	100	100	100	100	67	67	90.5%
DeepSeek-V2 Chat	100	100	100	100	100	67	67	90.5%
Z.AI GLM 4.7 Flash	100	100	100	100	100	67	67	90.5%
Llama 3.1 8B	100	100	100	100	100	67	67	90.5%
Nemotron 3 Nano	100	100	100	100	100	67	57	89.1%
Aion 2.0	100	100	100	100	100	100	0	85.7%
Qwen 3.5 Flash	100	100	100	100	100	100	0	85.7%
Nemotron 3 Super	100	100	100	100	67	67	67	85.7%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	0	85.7%
Ministral 3 3B	100	100	100	100	67	67	67	85.7%
Inception Mercury	100	100	100	100	67	67	13	78.1%
Qwen 3.5 9B	100	100	100	100	67	67	0	76.2%
Inception Mercury 2	100	100	67	67	67	67	67	76.2%
Hermes 3 70B	100	100	0	0	0	0	0	28.6%

Structural similarity to original

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

Generic Prompt

Avoid said/asked/replied/answered

Passive voice → active voice

Specific Prompt

Avoid said/asked/replied/answered

Passive voice → active voice