Possessive traps preserved

Test: Text Replacement

Avg. Score

97.1%

Scenarios

Overall Performance

Performance Score Distribution (Top 20)

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Rank ▲	Model	Score	Avg. Cost	Avg. Time	Stability
1	Gemini 2.5 Flash Lite	100.0%	$0.0002	1.3s	100%
2	Mistral NeMO	100.0%	$0.0001	2.2s	100%
3	Ministral 8B	100.0%	$0.0001	2.4s	100%
4	Mistral Small Creative	100.0%	$0.0002	2.3s	100%
5	Ministral 3 8B	100.0%	$0.0001	3.1s	100%
6	GPT-4.1 Nano	100.0%	$0.0002	3.0s	100%
7	Ministral 3 14B	100.0%	$0.0002	3.2s	100%
8	Mistral Small 3.2 24B	100.0%	$0.0002	3.6s	100%
9	Gemma 3 4B	100.0%	$0.0001	5.4s	100%
10	Llama 3.1 8B	100.0%	$0.0000	6.9s	100%
11	Gemma 3 12B	100.0%	$0.0001	6.6s	100%
12	Gemini 2.5 Flash	100.0%	$0.0012	1.7s	100%
13	GPT-4o Mini (temp=1)	100.0%	$0.0003	7.3s	100%
14	GPT-4.1 Mini	100.0%	$0.0008	4.9s	100%
15	Qwen 2.5 72B	100.0%	$0.0002	8.1s	100%
16	GPT-4o Mini (temp=0)	100.0%	$0.0003	7.7s	100%
17	Grok 4 Fast	100.0%	$0.0007	6.0s	100%
18	Mistral Medium 3.1	100.0%	$0.0010	4.9s	100%
19	Gemini 3 Flash (Preview)	100.0%	$0.0015	2.7s	100%
20	Arcee AI: Trinity Mini	100.0%	$0.0002	8.7s	100%
21	Mistral Large 3	100.0%	$0.0009	5.8s	100%
22	Qwen 3.5 Plus (2026-02-15)	100.0%	$0.0012	5.4s	100%
23	Gemini 2.5 Flash Lite (Reasoning)	100.0%	$0.0011	7.2s	100%
24	Llama 3.1 70B	100.0%	$0.0004	12.3s	100%
25	Gemma 3 27B	100.0%	$0.0001	14.0s	100%
26	ByteDance Seed 1.6 Flash	100.0%	$0.0006	12.0s	100%
27	Claude Haiku 4.5	100.0%	$0.0027	2.2s	100%
28	Llama 3.1 Nemotron 70B	100.0%	$0.0011	10.9s	100%
29	DeepSeek-V2 Chat	100.0%	$0.0006	13.3s	100%
30	DeepSeek V3 (2024-12-26)	100.0%	$0.0006	13.5s	100%
31	Arcee AI: Trinity Large (Preview)	100.0%	$0.0000	19.6s	100%
32	Hermes 3 405B	100.0%	$0.0009	16.2s	100%
33	DeepSeek V3 (2025-03-24)	100.0%	$0.0005	18.8s	100%
34	Mistral Large 2	100.0%	$0.0034	5.8s	100%
35	Mistral Large	100.0%	$0.0034	6.0s	100%
36	GPT-4.1	100.0%	$0.0041	3.4s	100%
37	GPT-4o, Aug. 6th (temp=1)	100.0%	$0.0051	2.2s	100%
38	GPT-4o, Aug. 6th (temp=0)	100.0%	$0.0051	2.3s	100%
39	Writer: Palmyra X5	100.0%	$0.0027	14.3s	100%
40	WizardLM 2 8x22b	100.0%	$0.0006	33.4s	100%
41	Gemini 2.5 Flash (Reasoning)	100.0%	$0.0045	15.2s	100%
42	DeepSeek V3.2	100.0%	$0.0003	37.5s	100%
43	GPT-4o, May 13th (temp=1)	100.0%	$0.0083	2.3s	100%
44	GPT-5.2	100.0%	$0.0076	5.6s	100%
45	Claude Sonnet 4.6	100.0%	$0.0081	3.6s	100%
46	GPT-4o, May 13th (temp=0)	100.0%	$0.0083	3.0s	100%
47	Claude Sonnet 4.5	100.0%	$0.0081	4.0s	100%
48	Claude 3.7 Sonnet	100.0%	$0.0081	4.6s	100%
49	Claude Sonnet 4	100.0%	$0.0081	4.9s	100%
50	GPT-5 Mini	100.0%	$0.0042	30.5s	100%
51	Minimax M2.5	100.0%	$0.0015	45.7s	100%
52	Z.AI GLM 4.6	100.0%	$0.0038	38.3s	100%
53	ByteDance Seed 1.6	100.0%	$0.0038	39.9s	100%
54	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.0096	15.6s	100%
55	Aion 2.0	100.0%	$0.0036	45.3s	100%
56	GPT-5 Nano	100.0%	$0.0024	54.7s	100%
57	GPT-5.1	100.0%	$0.012	11.2s	100%
58	o4 Mini	100.0%	$0.011	17.5s	100%
59	Claude Opus 4.5	100.0%	$0.014	4.7s	100%
60	Claude Opus 4.6	100.0%	$0.014	4.9s	100%
61	Z.AI GLM 4.7 Flash	100.0%	$0.0014	1.1m	100%
62	Claude 3.5 Sonnet	100.0%	$0.016	7.1s	100%
63	Z.AI GLM 5	100.0%	$0.0077	56.2s	100%
64	Z.AI GLM 4.7	100.0%	$0.0055	1.1m	100%
65	o4 Mini High	100.0%	$0.016	26.9s	100%
66	Grok 4	100.0%	$0.019	23.4s	100%
67	Claude Opus 4.6 (Reasoning)	100.0%	$0.022	9.5s	100%
68	Gemini 2.5 Pro	100.0%	$0.025	17.5s	100%
69	MoonshotAI: Kimi K2.5	100.0%	$0.011	1.6m	100%
70	Grok 4.1 Fast	92.9%	$0.0007	11.8s	48%
71	GPT-5	100.0%	$0.025	41.3s	100%
72	Gemini 3 Pro (Preview)	100.0%	$0.031	20.3s	100%
73	Claude Sonnet 4.6 (Reasoning)	100.0%	$0.031	20.5s	100%
74	Ministral 3B	82.1%	$0.0000	1.5s	52%
75	Qwen 3.5 397B A17B	100.0%	$0.0095	2.4m	100%
76	Gemini 3.1 Pro (Preview)	100.0%	$0.034	31.5s	100%
77	Claude Opus 4	100.0%	$0.041	6.4s	100%
78	Ministral 3 3B	75.0%	$0.0001	1.5s	38%
79	DeepSeek V3.1	82.1%	$0.0005	33.2s	28%
80	Rocinante 12B	78.6%	$0.0003	6.5s	18%
81	Claude 3 Haiku	64.3%	$0.0007	3.6s	4%
82	Cohere Command R+ (Aug. 2024)	64.3%	$0.0054	14.3s	15%
83	Z.AI GLM 4.5	57.1%	$0.0019	20.2s	1%
84	Hermes 3 70B	57.1%	$0.0023	3.3m	1%
97.07%

Individual Scenarios

Generic Prompt

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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%
Claude Sonnet 4.6 (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%
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%
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%
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%
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%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	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%
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%
Claude 3.5 Sonnet	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%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	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%
Writer: Palmyra X5	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%
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%
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%
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%
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%
Llama 3.1 8B	100	100	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	0	85.7%
Ministral 3B	100	100	50	50	50	50	50	64.3%
Ministral 3 3B	50	50	50	50	50	50	50	50.0%
Claude 3 Haiku	100	100	0	0	0	0	0	28.6%
Cohere Command R+ (Aug. 2024)	50	50	50	50	0	0	0	28.6%
Z.AI GLM 4.5	100	0	0	0	0	0	0	14.3%

Specific Prompt

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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%
Claude Sonnet 4.6 (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%
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%
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%
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%
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%
Claude Opus 4	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%
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%
Claude 3.5 Sonnet	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%
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 V3 (2025-03-24)	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%
Writer: Palmyra X5	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%
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%
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%
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%
Ministral 3B	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	50	0	0	64.3%
Rocinante 12B	100	100	100	100	0	0	0	57.1%
Hermes 3 70B	100	0	0	0	0	0	0	14.3%

Possessive traps preserved

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

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Specific Prompt

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