Structural similarity to original

Test: Text Replacement

Avg. Score

98.0%

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	Gemini 3.1 Flash Lite (Preview)	100.0%	$0.0011	2.0s	100%
6	Mistral Small 4	100.0%	$0.0005	3.7s	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	GPT-5.4 Nano	100.0%	$0.0009	3.5s	100%
10	Mistral Small 3.2 24B	100.0%	$0.0003	6.2s	100%
11	Gemini 2.5 Flash	100.0%	$0.0018	2.5s	100%
12	GPT-5.4 Nano (Reasoning, Low)	100.0%	$0.0011	5.4s	100%
13	Gemma 3 4B	100.0%	$0.0001	8.0s	100%
14	Mistral Medium 3.1	100.0%	$0.0015	5.6s	100%
15	Gemini 3 Flash (Preview)	100.0%	$0.0022	3.9s	100%
16	Gemma 3 12B	100.0%	$0.0001	10.4s	100%
17	GPT-5.4 Mini	100.0%	$0.0033	2.7s	100%
18	Grok 4 Fast	100.0%	$0.0011	8.7s	100%
19	GPT-4.1 Mini	100.0%	$0.0013	8.3s	100%
20	GPT-4o Mini (temp=1)	100.0%	$0.0005	10.7s	100%
21	Grok 4.20 (Beta)	100.0%	$0.0040	2.1s	100%
22	Mistral Large 3	100.0%	$0.0013	8.8s	100%
23	GPT-4o Mini (temp=0)	100.0%	$0.0005	11.6s	100%
24	Qwen 3.5 Plus (2026-02-15)	100.0%	$0.0018	8.7s	100%
25	Qwen 2.5 72B	100.0%	$0.0003	13.2s	100%
26	Claude Haiku 4.5	100.0%	$0.0042	4.2s	100%
27	GPT-5.4 Mini (Reasoning, Low)	100.0%	$0.0040	5.6s	100%
28	Stealth: Healer Alpha	100.0%	$0.0000	17.6s	100%
29	Qwen3 235B A22B Instruct 2507	100.0%	$0.0004	17.0s	100%
30	GPT-5.4 Nano (Reasoning)	100.0%	$0.0022	13.3s	100%
31	Gemma 3 27B	100.0%	$0.0002	19.8s	100%
32	GPT-4.1	100.0%	$0.0064	5.3s	100%
33	Writer: Palmyra X5	100.0%	$0.0042	11.0s	100%
34	Mistral Large	100.0%	$0.0052	8.7s	100%
35	Mistral Large 2	100.0%	$0.0052	8.8s	100%
36	Grok 4.1 Fast	100.0%	$0.0014	18.6s	100%
37	Arcee AI: Trinity Large (Preview)	100.0%	$0.0000	27.1s	100%
38	Gemini 2.5 Flash Lite (Reasoning)	100.0%	$0.0022	21.7s	100%
39	Hermes 3 405B	100.0%	$0.0014	27.5s	100%
40	GPT-5.4	100.0%	$0.011	7.2s	100%
41	GPT-4o, May 13th (temp=0)	100.0%	$0.013	3.6s	100%
42	GPT-4o, May 13th (temp=1)	100.0%	$0.013	4.0s	100%
43	Claude Sonnet 4.6	100.0%	$0.013	6.0s	100%
44	Claude Sonnet 4.5	100.0%	$0.013	5.9s	100%
45	Claude 3.7 Sonnet	100.0%	$0.013	7.2s	100%
46	Gemini 2.5 Flash (Reasoning)	100.0%	$0.0096	15.1s	100%
47	Claude Sonnet 4	100.0%	$0.013	7.4s	100%
48	GPT-5.4 (Reasoning, Low)	100.0%	$0.015	9.8s	100%
49	DeepSeek V3.2	100.0%	$0.0005	49.1s	100%
50	GPT-5.2	100.0%	$0.016	13.8s	100%
51	GPT-5 Mini	100.0%	$0.0064	39.1s	100%
52	Claude Opus 4.5	100.0%	$0.021	6.7s	100%
53	Claude Opus 4.6	100.0%	$0.021	7.1s	100%
54	Z.AI GLM 4.6	100.0%	$0.0059	46.8s	100%
55	MiniMax M2.5	100.0%	$0.0019	57.8s	100%
56	Z.AI GLM 5 Turbo	100.0%	$0.014	32.0s	100%
57	GPT-5.1	100.0%	$0.019	21.1s	100%
58	DeepSeek V3 (2024-12-26)	98.8%	$0.0010	19.4s	88%
59	Claude 3.5 Sonnet	100.0%	$0.025	11.8s	100%
60	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.018	30.3s	100%
61	Stealth: Hunter Alpha	98.8%	$0.0000	27.6s	88%
62	Ministral 3B	97.6%	$0.0001	2.3s	83%
63	ByteDance Seed 1.6	100.0%	$0.0057	1.0m	100%
64	Mistral Small 4 (Reasoning)	98.8%	$0.0028	28.3s	88%
65	Qwen 3 32B	98.8%	$0.0010	40.2s	88%
66	Grok 4.20 (Beta, Reasoning)	100.0%	$0.029	19.0s	100%
67	DeepSeek V3 (2025-03-24)	98.8%	$0.0007	41.6s	88%
68	ByteDance Seed 1.6 Flash	97.6%	$0.0009	16.8s	83%
69	DeepSeek-V2 Chat	97.6%	$0.0009	18.8s	83%
70	Z.AI GLM 4.5	98.8%	$0.0045	36.8s	88%
71	Ministral 3 3B	96.4%	$0.0001	2.4s	79%
72	Llama 3.1 70B	97.6%	$0.0006	24.7s	83%
73	GPT-5.4 Mini (Reasoning)	98.8%	$0.013	23.6s	88%
74	Grok 4	100.0%	$0.030	36.9s	100%
75	GPT-5.4 (Reasoning)	100.0%	$0.033	29.2s	100%
76	Inception Mercury 2	94.0%	$0.0018	2.5s	74%
77	GPT-5	100.0%	$0.035	51.8s	100%
78	Llama 3.1 Nemotron 70B	95.0%	$0.0017	18.0s	76%
79	ByteDance Seed 2.0 Lite	98.8%	$0.0068	1.3m	88%
80	Llama 3.1 8B	94.0%	$0.0001	10.7s	74%
81	Gemini 2.5 Pro	100.0%	$0.046	34.9s	100%
82	DeepSeek V3.1	95.2%	$0.0008	35.6s	77%
83	o4 Mini	97.6%	$0.019	30.0s	83%
84	Mistral NeMO	93.2%	$0.0002	3.1s	70%
85	Cohere Command R+ (Aug. 2024)	95.4%	$0.0079	25.9s	78%
86	Gemini 3 Pro (Preview)	100.0%	$0.049	33.0s	100%
87	Qwen 3.5 35B	98.8%	$0.019	1.0m	88%
88	GPT-4o, Aug. 6th (temp=0)	96.4%	$0.0078	3.2s	63%
89	Claude Opus 4	100.0%	$0.063	10.6s	100%
90	Z.AI GLM 5	100.0%	$0.016	2.2m	100%
91	Qwen 3.5 27B	100.0%	$0.025	1.9m	100%
92	Z.AI GLM 4.7	100.0%	$0.011	2.5m	100%
93	Inception Mercury	93.3%	$0.0005	3.7s	63%
94	LFM2 24B	90.9%	$0.0001	13.0s	68%
95	GPT-5 Nano	95.2%	$0.0035	1.3m	77%
96	o4 Mini High	98.8%	$0.039	58.8s	88%
97	Qwen 3.5 122B	98.8%	$0.030	1.4m	88%
98	MiniMax M2.7	97.6%	$0.0084	1.9m	83%
99	Qwen 3.5 397B A17B	100.0%	$0.010	3.1m	100%
100	Z.AI GLM 4.7 Flash	96.4%	$0.0024	2.0m	79%
101	Qwen 3.5 Flash	96.4%	$0.0039	1.1m	63%
102	Claude Sonnet 4.6 (Reasoning)	100.0%	$0.071	50.0s	100%
103	Claude Opus 4.6 (Reasoning)	100.0%	$0.076	37.6s	100%
104	GPT-4o, Aug. 6th (temp=1)	92.9%	$0.0075	3.4s	48%
105	Aion 2.0	95.2%	$0.0056	1.2m	61%
106	Nemotron 3 Super	90.5%	$0.0000	1.6m	70%
107	WizardLM 2 8x22b	93.1%	$0.0010	1.1m	50%
108	Arcee AI: Trinity Mini	85.7%	$0.0006	23.0s	55%
109	ByteDance Seed 2.0 Mini	96.4%	$0.0030	3.3m	79%
110	Gemini 3.1 Pro (Preview)	100.0%	$0.099	1.5m	100%
111	MoonshotAI: Kimi K2.5	98.8%	$0.020	4.2m	88%
112	Qwen 3.5 9B	91.7%	$0.0017	2.4m	58%
113	Claude 3 Haiku	81.0%	$0.0011	5.5s	42%
114	Nemotron 3 Nano	87.0%	$0.0022	2.5m	64%
115	Rocinante 12B	72.8%	$0.0004	8.8s	34%
116	Hermes 3 70B	78.6%	$0.0014	1.8m	18%
98.00%

Individual Scenarios

Generic Prompt

▼

Avoid said/asked/replied/answered

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Claude Opus 4.6 (Reasoning)	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 Turbo	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%
GPT-5 Mini	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%
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%
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%
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%
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%
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%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (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%
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%
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%
Hermes 3 405B	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 V3 (2025-03-24)	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%
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%
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%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	67	95.2%
Ministral 3B	100	100	100	100	100	100	67	95.2%
Qwen 3.5 122B	100	100	100	100	100	100	67	95.2%
ByteDance Seed 2.0 Mini	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%
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 ▼
Claude Opus 4.6 (Reasoning)	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 Turbo	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%
GPT-5 Mini	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%
Qwen 3.5 122B	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%
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%
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%
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%
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%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (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%
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%
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%
Hermes 3 405B	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 V3 (2025-03-24)	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%
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%
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%
o4 Mini High	100	100	100	100	100	100	67	95.2%
DeepSeek V3.1	100	100	100	100	100	100	67	95.2%
Qwen 3.5 35B	100	100	100	100	100	100	67	95.2%
Stealth: Hunter Alpha	100	100	100	100	100	100	67	95.2%
Inception Mercury	100	100	100	100	100	100	67	95.2%
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%
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 ▼
Claude Opus 4.6 (Reasoning)	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 Turbo	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%
GPT-5 Mini	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%
Qwen 3.5 122B	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%
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%
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%
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%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (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%
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%
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%
Hermes 3 405B	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 V3 (2025-03-24)	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%
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%
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%
Aion 2.0	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%
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%
Claude 3 Haiku	100	100	100	100	67	67	67	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%
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%
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 ▼
Claude Opus 4.6 (Reasoning)	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 Turbo	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%
GPT-5 Mini	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%
Qwen 3.5 122B	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%
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%
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%
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%
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%
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%
Gemini 2.5 Flash (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%
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%
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%
Hermes 3 405B	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%
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%
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%
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%
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%
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%
GPT-5 Nano	100	100	100	100	100	100	67	95.2%
Qwen 3 32B	100	100	100	100	100	100	67	95.2%
Ministral 3B	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%
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%
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