Subject-first sentence starts

Test: Bad Writing Habits

Avg. Score
38.7%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Writer: Palmyra X583.2%$0.01122.0s50%
2Qwen 3 235B A22B Instruct 250781.0%$0.001159.2s48%
3Qwen 3.7 Flash (Reasoning)80.5%$0.001055.2s46%
4GPT-5.470.2%$0.0491.4m39%
5Mistral Small 4 (Reasoning)60.6%$0.002230.2s25%
6Mistral Small 456.1%$0.001418.2s24%
7DeepSeek V4.1 Flash (Reasoning, High)57.7%$0.002935.4s24%
8GPT-5.4 (Reasoning, Low)67.7%$0.0551.4m36%
9Ministral 3 14B50.5%$0.000711.7s25%
10Cydonia 24B V4.161.6%$0.001444.8s21%
11Claude Sonnet 4.563.6%$0.03538.1s27%
12Z.AI GLM 558.9%$0.00841.2m26%
13Z.AI GLM 5.2 (Reasoning, High)55.7%$0.0111.0m25%
14GPT-5.4 Mini50.0%$0.01516.8s25%
15Z.AI GLM 5.3 Flash (Reasoning, Low)54.6%$0.00051.1m23%
16Muse Spark 1.1 (Reasoning, Minimal)52.1%$0.01219.2s22%
17Claude Haiku 4.552.5%$0.01121.6s21%
18Hermes 3 70B57.9%$0.00101.2m20%
19Z.AI GLM 5 Turbo49.6%$0.008133.2s22%
20Laguna S 2.145.7%$0.000522.1s21%
21Grok 4.2045.9%$0.009345.7s26%
22GPT-5.4 Mini (Reasoning, Low)47.8%$0.01516.8s23%
23MiniMax M2.552.7%$0.00341.3m23%
24Mistral Medium 3.143.3%$0.004836.5s25%
25Grok 4.5 (Reasoning, Low)52.1%$0.0181.1m26%
26Claude Haiku 5.5 (Reasoning, Medium)46.4%$0.001414.9s19%
27Grok 4.5 (Reasoning, High)56.8%$0.0301.6m28%
28Hermes 3 405B53.5%$0.003253.2s19%
29DeepSeek V4 Pro51.0%$0.00481.3m23%
30Claude Haiku 5.5 (Reasoning, Low)46.1%$0.001414.5s18%
31Aion 3.5 (Reasoning, High)55.2%$0.0221.3m23%
32Laguna XS 2.144.2%$0.000314.4s18%
33Claude Opus 567.0%$0.08250.1s27%
34Muse Spark 1.1 (Reasoning, Medium)50.0%$0.01523.9s18%
35Claude Opus 4.760.1%$0.06930.4s26%
36Xiaomi MIMO v2.6 Pro56.1%$0.00332.0m23%
37Claude Haiku 5.5 (Adaptive)44.3%$0.001819.3s18%
38Claude Sonnet 453.0%$0.03243.7s22%
39Claude Sonnet 4.653.3%$0.03139.3s21%
40Mistral Medium 3.5 (Reasoning)46.1%$0.01818.0s20%
41Aion 3.0 Mini48.7%$0.00531.2m21%
42Aion 3.5 Mini (Reasoning, High)58.5%$0.0112.4m25%
43Mistral Medium 3.542.4%$0.01818.2s22%
44Llama 3.1 70B44.4%$0.001529.4s17%
45Kimi K3 (Reasoning, Low)53.4%$0.0281.1m22%
46Claude Opus 4.558.8%$0.07053.4s27%
47GPT-6.1 Sol (Reasoning, Medium)54.7%$0.0311.6m25%
48DeepSeek V4 Flash (Reasoning)41.5%$0.000731.1s18%
49Z.AI GLM 5.152.9%$0.0141.5m20%
50GPT-6 Sol42.0%$0.02751.4s26%
51DeepSeek V4 Flash42.5%$0.000631.6s16%
52Aion 3.048.6%$0.0241.0m21%
53GPT-5.4 Mini (Reasoning)45.0%$0.02228.1s19%
54Gemini 2.5 Flash Lite34.5%$0.00099.5s18%
55Grok 4.20 (Reasoning)45.7%$0.0181.5m25%
56ByteDance Seed 1.6 Flash38.0%$0.001327.3s18%
57Claude Sonnet 5.5 (Reasoning)48.4%$0.04236.9s22%
58Claude Opus 5 (Reasoning, Low)66.2%$0.0971.0m27%
59MiniMax M2.746.3%$0.00401.1m17%
60Claude Opus 5.5 (Reasoning)60.9%$0.09256.0s28%
61Claude Opus 5 (Reasoning)64.8%$0.0981.0m28%
62GPT-4o, Aug. 6th (temp=1)44.8%$0.01824.4s17%
63Ministral 8B37.6%$0.000410.4s15%
64 Kimi K3 (Reasoning, High)54.0%$0.0441.8m27%
65Gemini 3.8 Flash (Reasoning, Medium)41.0%$0.01418.0s17%
66GPT-5.6 Luna35.0%$0.01515.8s20%
67Xiaomi MIMO v2.5 Pro41.1%$0.008553.5s19%
68GPT-5.6 Luna (Reasoning, Medium)34.1%$0.01718.0s21%
69GPT-4.139.4%$0.01844.7s21%
70DeepSeek V3 (2025-03-24)42.0%$0.001439.4s14%
71Gemma 3 12B36.6%$0.000441.3s17%
72Ministral 3 8B38.5%$0.000819.6s14%
73Mistral Large 240.1%$0.01329.4s16%
74Mistral Large 336.9%$0.003330.3s16%
75Claude Sonnet 546.7%$0.02733.5s16%
76Claude Sonnet 5 (Reasoning, Low)49.8%$0.03138.4s15%
77GPT-6 Sol (Reasoning, Medium)42.8%$0.0311.0m22%
78GPT-6 Luna30.8%$0.001332.6s19%
79Gemini 3.5 Flash Lite (Reasoning)37.5%$0.00356.6s12%
80GPT-5.6 Terra (Reasoning, Medium)45.1%$0.04435.2s20%
81Gemini 2.5 Flash Lite (Reasoning)33.3%$0.002830.8s17%
82Gemini 3.5 Flash Lite (Reasoning, Minimal)41.4%$0.00356.3s9%
83GPT-4o Mini (temp=1)38.9%$0.001234.8s13%
84Claude Sonnet 4.6 (Reasoning)53.7%$0.0601.2m22%
85Gemma 3 27B39.8%$0.000652.6s14%
86Claude Opus 4.8 (Reasoning, Low)53.0%$0.07141.9s22%
87Claude Opus 4.656.4%$0.0781.2m25%
88Xiaomi MIMO v2.536.7%$0.005431.8s15%
89Claude Opus 4.8 (Reasoning)51.4%$0.07141.7s22%
90Claude Opus 4.6 (Reasoning)58.5%$0.0881.4m26%
91GPT-5.6 Terra42.7%$0.04636.9s21%
92Qwen 3.6 Flash38.1%$0.01041.4s16%
93GPT-4.1 Nano34.2%$0.000713.3s12%
94Qwen 3.6 35B37.5%$0.00831.0m17%
95Cohere Command R+ (Aug. 2024)45.9%$0.02052.5s13%
96GPT-5.4 (Reasoning)65.0%$0.0892.6m29%
97Mistral Large 4.039.7%$0.00631.1m15%
98Claude Opus 4.7 (Reasoning)52.7%$0.07632.0s20%
99GPT-6 Luna (Reasoning, Medium)31.2%$0.001643.0s16%
100GPT-5.4 Nano28.8%$0.005726.3s16%
101GPT-6 Luna (Reasoning, High)29.9%$0.002357.1s17%
102Claude Sonnet 5 (Reasoning)44.5%$0.03038.9s13%
103GPT-5.151.4%$0.0541.8m22%
104Thinking Machines Inkling39.5%$0.00751.5m16%
105Gemini 2.5 Flash28.1%$0.005210.6s13%
106Gemini 3.7 Flash (Reasoning, Medium)36.5%$0.01218.2s10%
107Muse Spark 1.2 (Reasoning, Medium)36.2%$0.01838.3s14%
108Z.AI GLM 4.628.9%$0.006551.5s17%
109GPT-5.4 Nano (Reasoning, Low)26.5%$0.005520.6s15%
110DeepSeek V4 Pro (Reasoning)46.7%$0.0153.1m23%
111Xiaomi MIMO v2.6 Flash37.2%$0.00081.8m17%
112Gemma 3 4B29.4%$0.000220.0s11%
113GPT-5.4 Nano (Reasoning)26.8%$0.006124.5s15%
114Mistral NeMO28.6%$0.000510.1s10%
115Qwen 3 32B32.1%$0.001554.6s13%
116WizardLM 2 8x22b38.5%$0.00261.8m16%
117Gemini 2.5 Flash (Reasoning)32.2%$0.01121.5s11%
118DeepSeek V3.233.7%$0.00141.9m17%
119Muse Spark 1.3 (Reasoning, Medium)41.1%$0.0251.8m18%
120Gemini 3.1 Flash Lite (Reasoning)23.5%$0.003011.9s11%
121Z.AI GLM 4.529.0%$0.005142.1s12%
122o4 Mini25.8%$0.01525.7s14%
123Ministral 3B23.3%$0.00018.1s10%
124Gemini 3.5 Flash (Reasoning, Minimal)30.7%$0.01812.0s10%
125Aion 2.028.8%$0.00641.3m15%
126GPT-4.1 Mini24.8%$0.002719.0s10%
127Kimi K2.543.7%$0.0193.2m22%
128Z.AI GLM 4.5 Air28.2%$0.002958.2s12%
129Gemini 3.6 Flash (Reasoning, Minimal)26.2%$0.01714.3s11%
130Gemini 2.5 Pro29.5%$0.03636.2s16%
131GPT-5.6 Sol (Reasoning, Medium)49.7%$0.1081.2m25%
132GPT-5.5 (Reasoning, Low)55.5%$0.1391.8m32%
133Qwen 3.5 Plus (2026-02-15)22.7%$0.006031.5s12%
134DeepSeek V4 Flash 0731 (Reasoning, High)37.9%$0.00222.6m15%
135MiniMax M344.7%$0.00603.1m16%
136Gemini 3.1 Flash Lite (Preview)21.3%$0.00308.4s8%
137o4 Mini High28.1%$0.02547.2s14%
138GPT-5.556.1%$0.1391.7m29%
139Z.AI GLM 5.3 Flash (Reasoning, Max)61.1%$0.00316.5m26%
140GPT-5.6 Sol47.0%$0.1051.2m22%
141Gemini 3.6 Flash (Reasoning)33.4%$0.04432.5s11%
142DeepSeek V3.126.6%$0.00201.8m13%
143Grok 4.321.7%$0.006930.5s9%
144DeepSeek V4 Pro 0813 (Reasoning, High)33.9%$0.0251.8m13%
145Qwen 3.5 Plus (2026-04-20)31.8%$0.0171.8m12%
146Ministral 3 3B18.7%$0.000511.1s5%
147DeepSeek V3 (2024-12-26)22.0%$0.002154.6s7%
148Gemini 3 Flash (Preview)17.4%$0.007819.6s7%
149DeepSeek-V2 Chat21.7%$0.002153.3s6%
150Qwen 3.5 397B A17B33.8%$0.0143.0m15%
151Gemini 3.1 Flash Lite19.0%$0.003012.1s3%
152Muse Glimmer 30B (Reasoning, Medium)16.3%$0.003843.4s7%
153GPT-4o, Aug. 6th (temp=0)17.5%$0.02322.7s8%
154GPT-5.5 (Reasoning, Medium)51.9%$0.1421.8m25%
155Z.AI GLM 4.7 Flash16.8%$0.00171.2m8%
156Qwen 3.6 Max Preview44.1%$0.0503.5m19%
157Thinking Machines Inkling Small (Reasoning, High)22.3%$0.00881.7m9%
158GPT-5 Mini17.7%$0.010057.4s7%
159Gemma 4 31B19.2%$0.00101.6m8%
160Gemini 3 Flash (Preview, Reasoning)17.3%$0.01230.1s5%
161Gemini 3.5 Flash (Reasoning)30.0%$0.07137.6s11%
162Gemma 4 26B14.2%$0.000955.1s6%
163Grok 4.6 (Reasoning, High)30.9%$0.0422.5m15%
164Arcee AI: Trinity Mini11.6%$0.00039.2s0%
165Grok 4.7 (Reasoning, High)45.5%$0.0743.9m22%
166Z.AI GLM 4.716.6%$0.0101.4m8%
167Qwen 3.5 Flash12.9%$0.002547.5s2%
168Qwen 2.5 72B8.8%$0.001036.7s2%
169Nemotron 3 Super13.3%$0.00001.4m5%
170Thinking Machines Inkling (Reasoning)44.6%$0.0255.1m16%
171Claude Opus 457.5%$0.2091.4m28%
172Claude Haiku 5.5 (Reasoning, Max)61.1%$0.0497.5m28%
173Mistral Large 4.0 (Reasoning)31.3%$0.0233.4m12%
174Qwen 3.8 Flash (Reasoning)23.5%$0.00643.1m10%
175GPT-4o Mini (temp=0)9.5%$0.001234.8s0%
176ByteDance Seed 2.0 Lite22.0%$0.0122.2m6%
177GPT-5.222.9%$0.0561.5m11%
178GPT-5 Nano13.5%$0.00421.4m2%
179Inception Mercury 21.1%$0.00327.0s0%
180Z.AI GLM 5.3 (Reasoning, Max)64.7%$0.0667.3m25%
181Gemma 4 31B (Reasoning)15.2%$0.00142.2m5%
182Qwen 3.6 27B22.7%$0.0252.3m6%
183Hy4 Preview (Reasoning, High)35.6%$0.0404.4m16%
184Qwen 3.5 35B14.4%$0.0181.0m1%
185Gemma 4 26B (Reasoning)13.4%$0.00132.0m3%
186Nemotron 3 Nano7.5%$0.00101.1m0%
187GPT-529.2%$0.0652.8m13%
188Qwen 3.5 9B7.6%$0.00111.4m0%
189Grok 4.3 (Reasoning)16.9%$0.0212.3m5%
190Qwen 3.5 122B8.2%$0.0251.1m0%
191ByteDance Seed 2.0 Mini22.7%$0.00454.9m9%
192Qwen 3.5 27B6.7%$0.0201.6m0%
193GPT-OSS 120B0.9%$0.00151.8m0%
194ByteDance Seed 1.611.8%$0.0132.5m0%
195Mistral Small 3.2 24B25.5%$0.00695.7m9%
196Gemini 3.1 Pro (Preview)23.9%$0.1071.8m6%
197Qwen 3.7 Max17.6%$0.0682.3m1%
198Kimi K2.635.9%$0.0586.5m16%
199Qwen 3.8 27B (Reasoning, XHigh)17.6%$0.0404.7m5%
200Qwen 3.8 Max (Reasoning, XHigh)31.4%$0.0835.9m16%
38.67%

Individual Scenarios