Possessive traps preserved

Test: Text Replacement

Avg. Score
96.7%
Scenarios
2

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00021.3s100%
2Mistral NeMO100.0%$0.00012.2s100%
3Ministral 8B100.0%$0.00012.4s100%
4Mistral Small Creative100.0%$0.00022.3s100%
5Ministral 3 8B100.0%$0.00013.1s100%
6GPT-4.1 Nano100.0%$0.00023.0s100%
7Mistral Small 4100.0%$0.00032.5s100%
8Ministral 3 14B100.0%$0.00023.2s100%
9Mistral Small 3.2 24B100.0%$0.00023.6s100%
10Gemini 3.1 Flash Lite (Preview)100.0%$0.00071.6s100%
11GPT-5.4 Nano (Reasoning, Low)100.0%$0.00062.4s100%
12GPT-5.4 Nano100.0%$0.00062.7s100%
13Gemma 3 4B100.0%$0.00015.4s100%
14GPT-5.4 Nano (Reasoning)100.0%$0.00073.1s100%
15Llama 3.1 8B100.0%$0.00006.9s100%
16Gemma 3 12B100.0%$0.00016.6s100%
17Gemini 2.5 Flash100.0%$0.00121.7s100%
18GPT-4o Mini (temp=1)100.0%$0.00037.3s100%
19GPT-4.1 Mini100.0%$0.00084.9s100%
20Qwen 2.5 72B100.0%$0.00028.1s100%
21GPT-4o Mini (temp=0)100.0%$0.00037.7s100%
22Grok 4 Fast100.0%$0.00076.0s100%
23Inception Mercury100.0%$0.00038.1s100%
24Mistral Medium 3.1100.0%$0.00104.9s100%
25Gemini 3 Flash (Preview)100.0%$0.00152.7s100%
26Arcee AI: Trinity Mini100.0%$0.00028.7s100%
27Mistral Large 3100.0%$0.00095.8s100%
28Stealth: Healer Alpha100.0%$0.000010.6s100%
29Qwen 3.5 Plus (2026-02-15)100.0%$0.00125.4s100%
30GPT-5.4 Mini100.0%$0.00211.9s100%
31Qwen3 235B A22B Instruct 2507100.0%$0.000310.9s100%
32Gemini 2.5 Flash Lite (Reasoning)100.0%$0.00117.2s100%
33Llama 3.1 70B100.0%$0.000412.3s100%
34Gemma 3 27B100.0%$0.000114.0s100%
35ByteDance Seed 1.6 Flash100.0%$0.000612.0s100%
36Stealth: Hunter Alpha100.0%$0.000015.2s100%
37Claude Haiku 4.5100.0%$0.00272.2s100%
38Llama 3.1 Nemotron 70B100.0%$0.001110.9s100%
39DeepSeek-V2 Chat100.0%$0.000613.3s100%
40DeepSeek V3 (2024-12-26)100.0%$0.000613.5s100%
41Arcee AI: Trinity Large (Preview)100.0%$0.000019.6s100%
42Hermes 3 405B100.0%$0.000916.2s100%
43DeepSeek V3 (2025-03-24)100.0%$0.000518.8s100%
44Mistral Large 2100.0%$0.00345.8s100%
45Mistral Large100.0%$0.00346.0s100%
46GPT-4.1100.0%$0.00413.4s100%
47GPT-5.4 Mini (Reasoning)100.0%$0.00375.7s100%
48GPT-4o, Aug. 6th (temp=1)100.0%$0.00512.2s100%
49GPT-4o, Aug. 6th (temp=0)100.0%$0.00512.3s100%
50Writer: Palmyra X5100.0%$0.002714.3s100%
51WizardLM 2 8x22b100.0%$0.000633.4s100%
52Gemini 2.5 Flash (Reasoning)100.0%$0.004515.2s100%
53GPT-5.4100.0%$0.00714.5s100%
54DeepSeek V3.2100.0%$0.000337.5s100%
55Nemotron 3 Super100.0%$0.000039.1s100%
56GPT-5.4 (Reasoning, Low)100.0%$0.00744.6s100%
57GPT-4o, May 13th (temp=1)100.0%$0.00832.3s100%
58GPT-5.2100.0%$0.00765.6s100%
59Claude Sonnet 4.6100.0%$0.00813.6s100%
60GPT-4o, May 13th (temp=0)100.0%$0.00833.0s100%
61Claude Sonnet 4.5100.0%$0.00814.0s100%
62Claude 3.7 Sonnet100.0%$0.00814.6s100%
63Claude Sonnet 4100.0%$0.00814.9s100%
64GPT-5 Mini100.0%$0.004230.5s100%
65MiniMax M2.5100.0%$0.001545.7s100%
66Z.AI GLM 4.6100.0%$0.003838.3s100%
67ByteDance Seed 1.6100.0%$0.003839.9s100%
68ByteDance Seed 2.0 Lite100.0%$0.003843.6s100%
69Gemini 3 Flash (Preview, Reasoning)100.0%$0.009615.6s100%
70Z.AI GLM 5 Turbo100.0%$0.008820.0s100%
71Aion 2.0100.0%$0.003645.3s100%
72GPT-5 Nano100.0%$0.002454.7s100%
73Grok 4.20 (Beta, Reasoning)100.0%$0.0127.3s100%
74GPT-5.1100.0%$0.01211.2s100%
75o4 Mini100.0%$0.01117.5s100%
76Claude Opus 4.5100.0%$0.0144.7s100%
77Claude Opus 4.6100.0%$0.0144.9s100%
78Inception Mercury 296.4%$0.00152.1s74%
79Z.AI GLM 4.7 Flash100.0%$0.00141.1m100%
80MiniMax M2.7100.0%$0.004556.4s100%
81GPT-5.4 (Reasoning)100.0%$0.01413.0s100%
82GPT-5.4 Mini (Reasoning, Low)96.4%$0.00263.4s74%
83ByteDance Seed 2.0 Mini100.0%$0.00141.3m100%
84Claude 3.5 Sonnet100.0%$0.0167.1s100%
85Mistral Small 4 (Reasoning)96.4%$0.001613.6s74%
86Z.AI GLM 5100.0%$0.007756.2s100%
87Z.AI GLM 4.7100.0%$0.00551.1m100%
88Qwen 3.5 27B100.0%$0.01146.8s100%
89o4 Mini High100.0%$0.01626.9s100%
90Grok 4100.0%$0.01923.4s100%
91Claude Opus 4.6 (Reasoning)100.0%$0.0229.5s100%
92Qwen 3.5 122B100.0%$0.01841.8s100%
93Gemini 2.5 Pro100.0%$0.02517.5s100%
94Qwen 3.5 Flash96.4%$0.00301.0m74%
95Grok 4.20 (Beta)92.9%$0.00271.6s48%
96Grok 4.1 Fast92.9%$0.000711.8s48%
97MoonshotAI: Kimi K2.5100.0%$0.0111.6m100%
98GPT-5100.0%$0.02541.3s100%
99Ministral 3B82.1%$0.00001.5s52%
100Gemini 3 Pro (Preview)100.0%$0.03120.3s100%
101Claude Sonnet 4.6 (Reasoning)100.0%$0.03120.5s100%
102Qwen 3.5 397B A17B100.0%$0.00952.4m100%
103Gemini 3.1 Pro (Preview)100.0%$0.03431.5s100%
104Claude Opus 4100.0%$0.0416.4s100%
105Qwen 3.5 35B92.9%$0.01251.3s65%
106Qwen 3 32B85.7%$0.000525.5s30%
107Ministral 3 3B75.0%$0.00011.5s38%
108DeepSeek V3.182.1%$0.000533.2s28%
109Qwen 3.5 9B92.9%$0.00131.9m48%
110Rocinante 12B78.6%$0.00036.5s18%
111Claude 3 Haiku64.3%$0.00073.6s4%
112Cohere Command R+ (Aug. 2024)64.3%$0.005414.3s15%
113Z.AI GLM 4.557.1%$0.001920.2s1%
114LFM2 24B50.0%$0.00019.0s0%
115Nemotron 3 Nano67.9%$0.00172.2m19%
116Hermes 3 70B57.1%$0.00233.3m1%
96.74%

Individual Scenarios

Generic Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
GPT-5.1100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
GPT-5100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100.0%
o4 Mini High100100100100100100100100.0%
GPT-5.2100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100.0%
MiniMax M2.7100100100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100.0%
MiniMax M2.5100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
o4 Mini100100100100100100100100.0%
Grok 4100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
Stealth: Hunter Alpha100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
Grok 4 Fast100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100.0%
Stealth: Healer Alpha100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100.0%
GPT-5.4100100100100100100100100.0%
Claude 3.5 Sonnet100100100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
Claude 3.7 Sonnet100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
Hermes 3 405B100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100.0%
GPT-5 Nano100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100.0%
Mistral Large100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Inception Mercury100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100.0%
Gemma 3 12B100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100.0%
Gemma 3 27B100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100.0%
Mistral Small 4100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100100100.0%
Mistral Small Creative100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Llama 3.1 8B100100100100100100100100.0%
Rocinante 12B100100100100100100100100.0%
Qwen 3.5 Flash1001001001001001005092.9%
Inception Mercury 21001001001001001005092.9%
Grok 4.1 Fast100100100100100100085.7%
Qwen 3.5 35B100100100100100505085.7%
Qwen 3.5 9B100100100100100100085.7%
Grok 4.20 (Beta)100100100100100100085.7%
Qwen 3 32B1001001001001000071.4%
Nemotron 3 Nano100100100100500064.3%
Ministral 3B100100505050505064.3%
Ministral 3 3B5050505050505050.0%
Claude 3 Haiku1001000000028.6%
Cohere Command R+ (Aug. 2024)5050505000028.6%
Z.AI GLM 4.510000000014.3%
LFM2 24B00000000.0%

Specific Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
GPT-5.1100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
GPT-5100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100.0%
o4 Mini High100100100100100100100100.0%
GPT-5.2100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100.0%
Grok 4.1 Fast100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100.0%
MiniMax M2.7100100100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100.0%
MiniMax M2.5100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
o4 Mini100100100100100100100100.0%
Grok 4100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
Stealth: Hunter Alpha100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
Qwen 3.5 Flash100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100.0%
Grok 4 Fast100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100.0%
Stealth: Healer Alpha100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100.0%
GPT-5.4100100100100100100100100.0%
Claude 3.5 Sonnet100100100100100100100100.0%
Grok 4.20 (Beta)100100100100100100100100.0%
Inception Mercury 2100100100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
Claude 3.7 Sonnet100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
Hermes 3 405B100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100.0%
GPT-5 Nano100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Qwen 3 32B100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100.0%
Mistral Large100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Inception Mercury100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100.0%
Gemma 3 12B100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100.0%
Gemma 3 27B100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100.0%
Mistral Small 4100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100100100.0%
Mistral Small Creative100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
Claude 3 Haiku100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Llama 3.1 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
LFM2 24B100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)1001001001001001005092.9%
Mistral Small 4 (Reasoning)1001001001001001005092.9%
Nemotron 3 Nano1001001001005050071.4%
DeepSeek V3.1100100100100500064.3%
Rocinante 12B10010010010000057.1%
Hermes 3 70B10000000014.3%