Match red prose section

Test: Tool usage within Novelcrafter

Avg. Score
97.5%
Scenarios
1

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00021.5s100%
2Mistral NeMO100.0%$0.00013.2s100%
3Laguna XS 2.1100.0%$0.00013.3s100%
4Gemini 3.1 Flash Lite (Preview)100.0%$0.00082.6s100%
5GPT-4.1 Nano100.0%$0.00014.0s100%
6Gemini 2.5 Flash100.0%$0.00102.4s100%
7Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00122.3s100%
8Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00122.3s100%
9Mistral Small 3.2 24B100.0%$0.00014.9s100%
10GPT-4.1 Mini100.0%$0.00064.3s100%
11GPT-4o Mini (temp=0)100.0%$0.00035.5s100%
12Gemini 3.1 Flash Lite (Reasoning)100.0%$0.00075.1s100%
13Ministral 3 8B100.0%$0.00026.6s100%
14Gemini 3.1 Flash Lite100.0%$0.00075.6s100%
15Mistral Small 4100.0%$0.00046.2s100%
16Gemini 2.5 Flash (Reasoning)100.0%$0.00173.7s100%
17GPT-6 Luna100.0%$0.00036.7s100%
18DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.00056.2s100%
19Gemini 2.5 Flash Lite (Reasoning)100.0%$0.00076.0s100%
20Laguna S 2.1100.0%$0.00017.3s100%
21GPT-6 Luna (Reasoning, High)100.0%$0.00036.9s100%
22Gemini 3 Flash (Preview)100.0%$0.00154.6s100%
23GPT-5.4 Nano100.0%$0.00145.1s100%
24DeepSeek V4 Flash (Reasoning)100.0%$0.00017.5s100%
25GPT-5.4 Mini100.0%$0.00243.2s100%
26GPT-6 Luna (Reasoning, Medium)100.0%$0.00037.4s100%
27GPT-5.4 Nano (Reasoning)100.0%$0.00135.5s100%
28Mistral Medium 3.5100.0%$0.00272.7s100%
29Gemma 3 4B100.0%$0.00018.0s100%
30Claude Haiku 5.5 (Reasoning, Low)100.0%$0.00057.1s100%
31Mistral Medium 3.5 (Reasoning)100.0%$0.00272.8s100%
32GPT-5.4 Mini (Reasoning, Low)100.0%$0.00253.2s100%
33GPT-4o Mini (temp=1)100.0%$0.00038.0s100%
34Mistral Small 4 (Reasoning)100.0%$0.00067.7s100%
35GPT-5.4 Mini (Reasoning)100.0%$0.00293.8s100%
36Claude Haiku 5.5 (Adaptive)100.0%$0.00078.5s100%
37Nemotron 3 Super100.0%$0.000010.3s100%
38Xiaomi MIMO v2.5100.0%$0.00148.4s100%
39Qwen 2.5 72B100.0%$0.000310.8s100%
40GPT-5.6 Luna100.0%$0.00374.0s100%
41Claude Haiku 4.5100.0%$0.00315.9s100%
42Gemma 4 26B100.0%$0.000212.9s100%
43DeepSeek V3 (2024-12-26)100.0%$0.000412.7s100%
44Qwen 3 235B A22B Instruct 2507100.0%$0.000313.2s100%
45GPT-OSS 120B100.0%$0.000313.4s100%
46Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.00474.5s100%
47GPT-4.1100.0%$0.00396.3s100%
48Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.00523.9s100%
49GPT-4o, Aug. 6th (temp=0)100.0%$0.00465.3s100%
50GPT-4o, Aug. 6th (temp=1)100.0%$0.00484.8s100%
51Gemini 3 Flash (Preview, Reasoning)100.0%$0.00337.8s100%
52Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.00446.1s100%
53Grok 4.7 (Reasoning, High)100.0%$0.00318.9s100%
54WizardLM 2 8x22b100.0%$0.000813.8s100%
55GPT-5.4 Nano (Reasoning, Low)100.0%$0.001412.8s100%
56Gemma 3 12B100.0%$0.000215.4s100%
57DeepSeek-V2 Chat100.0%$0.000115.5s100%
58Hermes 3 70B100.0%$0.000315.3s100%
59Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.00359.0s100%
60Thinking Machines Inkling Small (Reasoning, High)100.0%$0.001014.2s100%
61GPT-6 Sol100.0%$0.00447.6s100%
62GPT-5.6 Luna (Reasoning, Medium)100.0%$0.00536.1s100%
63GPT-5 Mini100.0%$0.002312.2s100%
64Mistral Medium 3.1100.0%$0.001414.3s100%
65Mistral Large 2100.0%$0.002911.7s100%
66Z.AI GLM 4.5100.0%$0.001514.7s100%
67Muse Spark 1.1 (Reasoning, Minimal)100.0%$0.00498.3s100%
68MiniMax M2.7100.0%$0.001215.6s100%
69Qwen 3 32B100.0%$0.000517.2s100%
70Z.AI GLM 5.3 Flash (Reasoning, Low)100.0%$0.000118.2s100%
71Mistral Large 3100.0%$0.001216.3s100%
72Z.AI GLM 4.5 Air100.0%$0.000817.5s100%
73GPT-6 Sol (Reasoning, Medium)100.0%$0.00509.9s100%
74Writer: Palmyra X5100.0%$0.003713.0s100%
75Muse Spark 1.1 (Reasoning, Medium)100.0%$0.00569.4s100%
76Qwen 3.6 Flash100.0%$0.003514.0s100%
77Xiaomi MIMO v2.5 Pro100.0%$0.002516.3s100%
78Grok 4.5 (Reasoning, High)100.0%$0.005012.7s100%
79DeepSeek V4 Flash100.0%$0.000223.3s100%
80DeepSeek V3.1100.0%$0.000522.7s100%
81o4 Mini100.0%$0.005313.5s100%
82Qwen 3.5 Plus (2026-02-15)100.0%$0.001421.3s100%
83DeepSeek V4 Pro100.0%$0.001222.0s100%
84MiniMax M3100.0%$0.000723.3s100%
85Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.000224.8s100%
86Qwen 3.5 122B100.0%$0.005514.2s100%
87Gemini 3.6 Flash (Reasoning)100.0%$0.00927.1s100%
88Muse Spark 1.2 (Reasoning, Medium)100.0%$0.005614.5s100%
89Gemma 3 27B100.0%$0.000225.3s100%
90MiniMax M2.5100.0%$0.001223.7s100%
91o4 Mini High100.0%$0.005914.9s100%
92Hermes 3 405B100.0%$0.000026.6s100%
93Gemma 4 26B (Reasoning)100.0%$0.000426.0s100%
94Qwen 3.5 27B100.0%$0.004019.2s100%
95DeepSeek V4 Pro (Reasoning)100.0%$0.001723.7s100%
96Aion 2.0100.0%$0.001823.9s100%
97Z.AI GLM 5.2 (Reasoning, High)100.0%$0.003920.6s100%
98Gemma 4 31B100.0%$0.000227.9s100%
99Aion 3.5 Mini (Reasoning, High)100.0%$0.001625.2s100%
100Qwen 3.8 Flash (Reasoning)100.0%$0.000627.9s100%
101DeepSeek V3.2100.0%$0.000328.8s100%
102Claude Sonnet 4100.0%$0.009411.4s100%
103Z.AI GLM 5100.0%$0.002325.8s100%
104Claude Sonnet 4.6100.0%$0.009611.3s100%
105Mistral Large 4.0100.0%$0.001927.1s100%
106Aion 3.5 (Reasoning, High)100.0%$0.005821.0s100%
107Xiaomi MIMO v2.6 Pro100.0%$0.000831.2s100%
108Claude Sonnet 4.5100.0%$0.01012.4s100%
109Gemini 3.5 Flash (Reasoning)100.0%$0.0137.6s100%
110Mistral Large 4.0 (Reasoning)100.0%$0.003326.7s100%
111Qwen 3.5 9B100.0%$0.000433.1s100%
112Z.AI GLM 5.1100.0%$0.003726.7s100%
113Claude Sonnet 4.6 (Reasoning)100.0%$0.01113.1s100%
114Gemini 2.5 Pro100.0%$0.01211.2s100%
115Claude Sonnet 5 (Reasoning)100.0%$0.01114.5s100%
116Claude Sonnet 5 (Reasoning, Low)100.0%$0.01114.9s100%
117DeepSeek V4 Pro 0813 (Reasoning, High)100.0%$0.005725.6s100%
118Aion 3.0100.0%$0.007422.5s100%
119GPT-6.1 Sol (Reasoning, Medium)100.0%$0.006624.4s100%
120Kimi K3 (Reasoning, Low)100.0%$0.008520.7s100%
121Muse Spark 1.3 (Reasoning, Medium)100.0%$0.006125.8s100%
122GPT-5.6 Sol100.0%$0.0149.4s100%
123Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.006126.6s100%
124Claude Sonnet 5100.0%$0.01215.8s100%
125Kimi K2.5100.0%$0.003931.8s100%
126Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.004231.2s100%
127Grok 4.5 (Reasoning, Low)100.0%$0.004531.8s100%
128GPT-5.6 Sol (Reasoning, Medium)100.0%$0.0169.8s100%
129 Kimi K3 (Reasoning, High)100.0%$0.009823.8s100%
130Claude Opus 4.5100.0%$0.01612.8s100%
131Claude Sonnet 5.5 (Reasoning)100.0%$0.01514.6s100%
132Gemma 4 31B (Reasoning)100.0%$0.000443.6s100%
133GPT-5.6 Terra (Reasoning, Medium)100.0%$0.01613.0s100%
134GPT-5 Nano100.0%$0.001642.4s100%
135Thinking Machines Inkling (Reasoning)100.0%$0.002940.8s100%
136GPT-5.6 Terra100.0%$0.01713.8s100%
137Grok 4.20 (Reasoning)100.0%$0.007332.7s100%
138Z.AI GLM 4.7100.0%$0.002841.8s100%
139DeepSeek V4 Flash 0731 (Reasoning, High)100.0%$0.000347.9s100%
140Grok 4.6 (Reasoning, High)100.0%$0.009430.3s100%
141ByteDance Seed 1.6100.0%$0.003343.2s100%
142Xiaomi MIMO v2.6 Flash100.0%$0.000350.2s100%
143Qwen 3.5 Plus (2026-04-20)100.0%$0.005340.2s100%
144Gemini 3.1 Pro (Preview)100.0%$0.01818.9s100%
145GPT-5.4 (Reasoning, Low)100.0%$0.01623.6s100%
146ByteDance Seed 2.0 Lite100.0%$0.004450.6s100%
147GPT-5.4100.0%$0.01726.6s100%
148Qwen 3.7 Max100.0%$0.01632.8s100%
149Claude Opus 4.8 (Reasoning, Low)100.0%$0.02515.2s100%
150Claude Opus 4.8 (Reasoning)100.0%$0.02415.8s100%
151Qwen 3.5 397B A17B100.0%$0.006654.0s100%
152GPT-5.4 (Reasoning)100.0%$0.01831.7s100%
153Qwen 3.6 27B100.0%$0.008951.9s100%
154ByteDance Seed 2.0 Mini100.0%$0.00111.1m100%
155Inception Mercury 290.0%$0.00041.1s40%
156GPT-5.5100.0%$0.02519.6s100%
157GPT-5.5 (Reasoning, Low)100.0%$0.02619.5s100%
158Grok 4.3 (Reasoning)100.0%$0.009453.3s100%
159Ministral 3 3B90.0%$0.00013.6s40%
160GPT-5.5 (Reasoning, Medium)100.0%$0.02720.7s100%
161Claude Opus 4.6100.0%$0.02623.1s100%
162Z.AI GLM 4.6100.0%$0.00381.1m100%
163Arcee AI: Trinity Mini90.0%$0.00026.4s40%
164Grok 4.390.0%$0.00115.7s40%
165Llama 3.1 70B90.0%$0.00058.3s40%
166Kimi K2.6100.0%$0.009359.5s100%
167Claude Haiku 5.5 (Reasoning, Medium)90.0%$0.00078.8s40%
168Ministral 3 14B90.0%$0.00039.7s40%
169Grok 4.2090.0%$0.00157.8s40%
170Claude Opus 4.7100.0%$0.03215.4s100%
171Muse Glimmer 30B (Reasoning, Medium)90.0%$0.001211.7s40%
172Z.AI GLM 5 Turbo90.0%$0.00239.4s40%
173DeepSeek V3 (2025-03-24)90.0%$0.000513.1s40%
174GPT-5.1100.0%$0.02043.1s100%
175Cydonia 24B V4.190.0%$0.000415.4s40%
176Claude Opus 4.6 (Reasoning)100.0%$0.02927.5s100%
177Claude Opus 4.7 (Reasoning)100.0%$0.03616.6s100%
178Cohere Command R+ (Aug. 2024)90.0%$0.005110.5s40%
179GPT-5100.0%$0.02245.8s100%
180Qwen 3.8 27B (Reasoning, XHigh)90.0%$0.002317.5s40%
181Qwen 3.5 35B90.0%$0.004014.6s40%
182Z.AI GLM 4.7 Flash90.0%$0.000523.1s40%
183Ministral 3B80.0%$0.00002.1s20%
184Ministral 8B80.0%$0.00016.9s20%
185Nemotron 3 Nano80.0%$0.00017.3s20%
186Claude Opus 4100.0%$0.04320.4s100%
187GPT-5.2100.0%$0.02850.8s100%
188Claude Opus 5100.0%$0.04230.8s100%
189Aion 3.0 Mini80.0%$0.001117.5s20%
190Qwen 3.7 Flash (Reasoning)80.0%$0.000319.1s20%
191Claude Haiku 5.5 (Reasoning, Max)100.0%$0.0121.6m100%
192Claude Opus 5 (Reasoning)100.0%$0.04533.5s100%
193Qwen 3.5 Flash80.0%$0.001025.2s20%
194Hy4 Preview (Reasoning, High)100.0%$0.0151.6m100%
195Claude Opus 5.5 (Reasoning)100.0%$0.04934.0s100%
196Claude Opus 5 (Reasoning, Low)100.0%$0.04935.8s100%
197Qwen 3.6 Max Preview100.0%$0.0231.6m100%
198Qwen 3.6 35B70.0%$0.003018.5s8%
199ByteDance Seed 1.6 Flash0.0%$0.000613.5s0%
200Thinking Machines Inkling10.0%$0.001428.2s0%
97.50%

Individual Scenarios

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Max)100100100100 – – – – – – 100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100100100100100100.0%
Qwen 3.7 Max100100100100100100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100100100100100100.0%
Kimi K2.6100100100100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100100100100100100.0%
GPT-5100100100100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100100100100100100.0%
GPT-5 Mini100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100100100100.0%
Kimi K2.5100100100100100100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100100100100.0%
GPT-5.6 Sol100100100100100100100100100100100.0%
GPT-5.1100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100100100100100100.0%
MiniMax M3100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-6 Sol100100100100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100100100100.0%
Claude Opus 5100100100100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100100100100.0%
GPT-5.2100100100100100100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100100100100100100.0%
GPT-5.5100100100100100100100100100100100.0%
Qwen 3.6 Flash100100100100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100100100100100100.0%
Aion 3.0100100100100100100100100100100100.0%
o4 Mini High100100100100100100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100100100100.0%
Qwen 3.6 27B100100100100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – – – – – – 100.0%
Z.AI GLM 4.6100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100100100100100100.0%
Claude Opus 4100100100100100100100100100100100.0%
GPT-4.1100100100100100100100100100100100.0%
MiniMax M2.5100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
Aion 2.0100100100100100100100100100100100.0%
o4 Mini100100100100100100100100100100100.0%
MiniMax M2.7100100100100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100100100100100100.0%
GPT-5.6 Luna100100100100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100100100100.0%
Gemma 4 26B100100100100100100100100100100100.0%
GPT-OSS 120B100100100100100100100100100100100.0%
Mistral Large 4.0100100100100100100100100100100100.0%
Mistral Medium 3.5100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
GPT-5.4100100100100100100100100100100100.0%
Mistral Large 3100100100100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100100100100.0%
GPT-6 Luna100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100100100100.0%
Mistral Large 2100100100100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100100100100.0%
Hermes 3 405B100100100100100100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100100100100.0%
GPT-5 Nano100100100100100100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100100100100100100.0%
Laguna S 2.1100100100100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100100100100.0%
Qwen 3 32B100100100100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100100100100.0%
Gemma 3 12B100100100100100100100100100100100.0%
Gemma 3 27B100100100100100100100100100100100.0%
Laguna XS 2.1100100100100100100100100100100100.0%
Mistral Small 4100100100100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100100100100.0%
Ministral 3 8B100100100100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100100100100.0%
Hermes 3 70B100100100100100100100100100100100.0%
Gemma 3 4B100100100100100100100100100100100.0%
Mistral NeMO100100100100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100100090.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100100100100090.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100100100100090.0%
Qwen 3.5 35B100100100100100100100100100090.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100100100100090.0%
Z.AI GLM 4.7 Flash100100100100100100100100100090.0%
Inception Mercury 2100100100100100100100100100090.0%
Grok 4.20100100100100100100100100100090.0%
DeepSeek V3 (2025-03-24)100100100100100100100100100090.0%
Grok 4.3100100100100100100100100100090.0%
Llama 3.1 70B100100100100100100100100100090.0%
Cydonia 24B V4.1100100100100100100100100100090.0%
Ministral 3 14B100100100100100100100100100090.0%
Arcee AI: Trinity Mini100100100100100100100100100090.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100100090.0%
Ministral 3 3B100100100100100100100100100090.0%
Qwen 3.7 Flash (Reasoning)1001001001001001001001000080.0%
Qwen 3.5 Flash1001001001001001001001000080.0%
Aion 3.0 Mini1001001001001001001001000080.0%
Nemotron 3 Nano1001001001001001001001000080.0%
Ministral 8B1001001001001001001001000080.0%
Ministral 3B1001001001001001001001000080.0%
Qwen 3.6 35B10010010010010010010000070.0%
Thinking Machines Inkling10000000000010.0%
ByteDance Seed 1.6 Flash00000000000.0%