Filter word density

Test: Bad Writing Habits

Avg. Score

86.1%

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	Mistral Small Creative	99.8%	$0.0007	9.1s	97%
2	Ministral 3 14B	99.8%	$0.0007	11.7s	97%
3	Writer: Palmyra X5	100.0%	$0.011	22.0s	99%
4	Mistral Medium 3.1	99.6%	$0.0048	36.5s	97%
5	Mistral Large 3	98.8%	$0.0033	30.3s	92%
6	o4 Mini	99.1%	$0.015	25.7s	92%
7	Mistral Large 2	98.7%	$0.013	29.4s	90%
8	Mistral Large	98.6%	$0.014	30.9s	90%
9	DeepSeek V3 (2025-03-24)	98.2%	$0.0014	39.4s	86%
10	Ministral 3 8B	97.2%	$0.0008	19.6s	81%
11	ByteDance Seed 1.6 Flash	97.1%	$0.0013	27.3s	81%
12	o4 Mini High	99.2%	$0.025	47.2s	94%
13	GPT-4o Mini (temp=1)	95.9%	$0.0012	34.8s	82%
14	GPT-4.1	98.2%	$0.018	44.7s	88%
15	Ministral 8B	96.1%	$0.0004	10.4s	69%
16	GPT-4.1 Mini	95.5%	$0.0027	19.0s	73%
17	GPT-5 Mini	95.6%	$0.0100	57.4s	84%
18	Z.AI GLM 4.7 Flash	96.1%	$0.0017	1.2m	80%
19	Grok 4 Fast	94.9%	$0.0017	24.1s	68%
20	Ministral 3B	93.2%	$0.0001	8.1s	64%
21	Z.AI GLM 4.7	97.0%	$0.010	1.4m	85%
22	Claude Sonnet 4.5	96.4%	$0.035	38.1s	83%
23	Grok 4.1 Fast	96.6%	$0.0018	37.8s	67%
24	Claude Sonnet 4.6	96.6%	$0.031	39.3s	79%
25	Gemma 3 27B	93.1%	$0.0006	52.6s	70%
26	Ministral 3 3B	92.0%	$0.0005	11.1s	59%
27	GPT-4o, Aug. 6th (temp=1)	92.3%	$0.018	24.4s	70%
28	GPT-5.1	99.7%	$0.054	1.8m	96%
29	Gemini 3 Pro (Preview)	97.1%	$0.055	54.4s	84%
30	GPT-5.2	98.8%	$0.056	1.5m	93%
31	GPT-4o Mini (temp=0)	89.2%	$0.0012	34.8s	65%
32	GPT-4.1 Nano	89.6%	$0.0007	13.3s	57%
33	Gemini 2.5 Pro	93.3%	$0.036	36.2s	72%
34	DeepSeek-V2 Chat	92.2%	$0.0021	53.3s	63%
35	DeepSeek V3 (2024-12-26)	91.6%	$0.0021	54.6s	63%
36	Z.AI GLM 5	90.8%	$0.0084	1.2m	66%
37	Claude Opus 4.6	98.2%	$0.078	1.2m	88%
38	Mistral NeMO	86.4%	$0.0005	10.1s	48%
39	Qwen 3.5 Plus (2026-02-15)	85.2%	$0.0060	31.5s	58%
40	Rocinante 12B	88.9%	$0.0014	38.4s	52%
41	DeepSeek V3.2	91.9%	$0.0014	1.9m	69%
42	Claude Haiku 4.5	86.4%	$0.011	21.6s	53%
43	Gemma 3 12B	85.3%	$0.0004	41.3s	55%
44	Hermes 3 405B	90.1%	$0.0032	53.2s	52%
45	Gemini 2.5 Flash	83.5%	$0.0052	10.6s	46%
46	Arcee AI: Trinity Mini	80.8%	$0.0003	9.2s	42%
47	Gemini 3 Flash (Preview)	81.2%	$0.0078	19.6s	48%
48	Gemma 3 4B	79.9%	$0.0002	20.0s	46%
49	Minimax M2.5	86.3%	$0.0034	1.3m	54%
50	DeepSeek V3.1	87.8%	$0.0020	1.8m	60%
51	Z.AI GLM 4.6	84.1%	$0.0065	51.5s	51%
52	Grok 4	95.0%	$0.048	1.7m	68%
53	Claude 3 Haiku	81.4%	$0.0025	14.9s	41%
54	GPT-5	98.3%	$0.065	2.8m	90%
55	GPT-4o, May 13th (temp=1)	84.3%	$0.033	14.4s	47%
56	Qwen 3.5 397B A17B	92.6%	$0.014	3.0m	70%
57	Gemini 2.5 Flash Lite	75.5%	$0.0009	9.5s	39%
58	Gemini 3.1 Pro (Preview)	97.7%	$0.107	1.8m	83%
59	Cohere Command R+ (Aug. 2024)	81.6%	$0.020	52.5s	38%
60	GPT-4o, May 13th (temp=0)	79.2%	$0.035	14.1s	37%
61	Claude Opus 4.5	85.4%	$0.070	53.4s	55%
62	MoonshotAI: Kimi K2.5	91.0%	$0.019	3.2m	63%
63	GPT-4o, Aug. 6th (temp=0)	77.8%	$0.023	22.7s	34%
64	Arcee AI: Trinity Large (Preview)	73.3%	$0.0000	43.6s	25%
65	Hermes 3 70B	73.6%	$0.0010	1.2m	31%
66	Claude 3.5 Haiku	67.2%	$0.0035	10.8s	23%
67	Z.AI GLM 4.5	70.2%	$0.0051	42.1s	25%
68	WizardLM 2 8x22b	78.7%	$0.0026	1.8m	30%
69	Qwen 2.5 72B	66.4%	$0.0010	36.7s	24%
70	Claude 3.7 Sonnet	72.8%	$0.042	46.7s	33%
71	Claude 3.5 Sonnet	70.9%	$0.048	35.5s	27%
72	ByteDance Seed 1.6	74.2%	$0.013	2.5m	33%
73	Claude Opus 4	93.7%	$0.209	1.4m	72%
74	GPT-5 Nano	60.9%	$0.0042	1.4m	25%
75	Claude Sonnet 4	63.8%	$0.032	43.7s	18%
76	Llama 3.1 70B	44.6%	$0.0015	29.4s	11%
77	Stealth: Aurora Alpha	33.7%	$0.0000	9.8s	3%
78	Llama 3.1 Nemotron 70B	37.5%	$0.0038	31.7s	6%
79	Llama 3.1 8B	37.9%	$0.0003	1.3m	8%
80	Mistral Small 3.2 24B	76.7%	$0.0069	5.7m	25%
86.12%

Individual Scenarios

Detailed Writing Rules

▼

Fantasy: entering an ancient ruin

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	97	99.4%
GPT-4o Mini (temp=1)	100	100	100	100	91	98.2%
WizardLM 2 8x22b	100	100	100	99	90	97.8%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	89	97.7%
Ministral 8B	100	100	100	94	88	96.5%
DeepSeek V3 (2024-12-26)	100	100	100	100	82	96.5%
MoonshotAI: Kimi K2.5	100	100	100	96	86	96.5%
Arcee AI: Trinity Mini	100	100	100	95	83	95.6%
Qwen 3.5 Plus (2026-02-15)	100	100	100	94	84	95.5%
Z.AI GLM 5	100	100	100	92	84	95.3%
GPT-5 Mini	100	100	100	98	78	95.1%
Grok 4	100	100	100	100	73	94.5%
Z.AI GLM 4.7	100	100	93	91	84	93.7%
ByteDance Seed 1.6	100	100	100	94	71	93.0%
Claude Sonnet 4.5	100	100	100	87	76	92.6%
GPT-4.1 Nano	100	98	95	91	76	92.1%
Gemma 3 27B	100	100	100	93	63	91.3%
Claude Opus 4	100	100	100	100	55	91.1%
DeepSeek V3.2	100	100	100	77	73	89.9%
Claude 3 Haiku	100	100	100	85	62	89.4%
Gemini 2.5 Pro	100	100	100	100	42	88.4%
GPT-4.1 Mini	100	100	100	87	52	87.9%
Claude Opus 4.5	100	100	90	78	66	86.8%
Ministral 3B	100	100	100	100	9	81.8%
Rocinante 12B	100	96	95	88	24	80.6%
Hermes 3 70B	100	100	100	86	0	77.1%
DeepSeek-V2 Chat	100	100	100	70	11	76.1%
Ministral 3 3B	100	100	100	52	27	75.7%
Mistral NeMO	100	91	88	88	11	75.6%
GPT-4o Mini (temp=0)	87	82	75	73	61	75.5%
Claude 3.5 Sonnet	100	86	75	68	49	75.5%
Gemini 3 Flash (Preview)	96	88	80	63	27	70.8%
Gemma 3 4B	88	79	71	71	44	70.3%
Z.AI GLM 4.6	100	79	74	63	32	69.4%
GPT-4o, May 13th (temp=1)	100	100	100	46	0	69.2%
GPT-4o, Aug. 6th (temp=0)	100	94	88	62	0	68.9%
Hermes 3 405B	100	100	56	46	26	65.7%
Z.AI GLM 4.5	100	83	73	65	0	64.2%
DeepSeek V3.1	94	88	69	60	10	64.1%
Claude Haiku 4.5	91	83	77	66	0	63.4%
Claude Sonnet 4	100	77	52	33	19	56.2%
GPT-4o, May 13th (temp=0)	94	59	58	39	23	54.5%
GPT-5 Nano	71	68	56	40	28	52.7%
Minimax M2.5	100	86	41	36	0	52.6%
Gemini 2.5 Flash	100	89	38	25	4	51.2%
Claude 3.7 Sonnet	100	81	48	24	0	50.4%
Arcee AI: Trinity Large (Preview)	95	89	60	2	0	49.2%
Gemma 3 12B	85	55	33	27	0	39.9%
Llama 3.1 70B	100	75	0	0	0	35.0%
Claude 3.5 Haiku	68	59	48	0	0	34.8%
Gemini 2.5 Flash Lite	63	46	42	18	0	33.8%
Stealth: Aurora Alpha	100	34	16	9	0	31.8%
Llama 3.1 8B	61	51	37	0	0	29.9%
Qwen 2.5 72B	60	50	15	5	0	26.1%
Mistral Small 3.2 24B	38	32	21	0	0	18.3%
Cohere Command R+ (Aug. 2024)	71	0	0	0	0	14.3%
Llama 3.1 Nemotron 70B	0	0	0	0	0	0.0%

▼

Horror: alone in an eerie place at night

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	97	99.4%
WizardLM 2 8x22b	100	100	100	100	96	99.2%
Z.AI GLM 4.7	100	100	100	100	95	98.9%
Z.AI GLM 5	100	100	100	100	94	98.9%
Ministral 3 3B	100	100	100	100	92	98.4%
GPT-4.1 Mini	100	100	100	100	90	98.0%
DeepSeek V3.1	100	100	100	100	85	97.1%
Ministral 3B	100	100	100	100	83	96.6%
Z.AI GLM 4.6	100	100	100	91	91	96.5%
GPT-4o Mini (temp=1)	100	100	100	92	88	95.9%
DeepSeek-V2 Chat	100	100	100	94	85	95.8%
DeepSeek V3 (2024-12-26)	100	100	100	100	75	95.0%
DeepSeek V3.2	100	100	100	89	85	94.7%
Minimax M2.5	100	100	100	87	85	94.3%
Claude Opus 4.5	100	100	98	87	86	94.3%
Claude Sonnet 4	100	100	100	100	71	94.1%
Mistral Large 2	100	100	100	82	69	90.2%
GPT-4o, May 13th (temp=1)	100	100	94	79	72	89.0%
Z.AI GLM 4.5	100	95	88	88	71	88.6%
GPT-4o Mini (temp=0)	100	91	89	89	71	88.0%
Hermes 3 405B	100	100	100	100	36	87.1%
GPT-4.1 Nano	100	100	100	86	48	86.8%
Gemini 2.5 Pro	100	100	81	77	74	86.3%
Arcee AI: Trinity Large (Preview)	100	100	100	96	31	85.5%
Gemini 3 Flash (Preview)	100	100	98	83	43	84.8%
GPT-4o, Aug. 6th (temp=1)	100	100	82	76	60	83.5%
Ministral 8B	100	100	100	100	13	82.6%
Gemma 3 27B	100	93	82	81	53	81.7%
Gemini 2.5 Flash	100	99	80	63	63	80.9%
Mistral Small 3.2 24B	100	100	100	100	0	80.0%
Arcee AI: Trinity Mini	100	100	100	79	20	80.0%
Gemma 3 12B	95	93	79	64	58	78.0%
Claude 3.5 Sonnet	100	93	88	62	38	76.3%
GPT-4o, Aug. 6th (temp=0)	97	89	83	62	30	72.3%
Hermes 3 70B	100	91	90	73	0	70.8%
Claude 3.5 Haiku	100	98	78	61	0	67.5%
ByteDance Seed 1.6	100	100	70	38	26	66.9%
GPT-4o, May 13th (temp=0)	100	92	64	45	25	65.4%
Gemma 3 4B	75	71	66	61	51	64.8%
Mistral NeMO	100	76	70	59	0	60.9%
Claude 3.7 Sonnet	100	94	58	12	7	54.2%
Cohere Command R+ (Aug. 2024)	100	68	44	36	0	49.5%
GPT-5 Nano	100	63	44	39	0	49.2%
Gemini 2.5 Flash Lite	89	45	42	24	11	42.2%
Claude 3 Haiku	79	46	46	21	5	39.5%
Qwen 2.5 72B	92	51	39	1	0	36.9%
Llama 3.1 70B	100	22	0	0	0	24.4%
Stealth: Aurora Alpha	80	17	0	0	0	19.4%
Llama 3.1 8B	54	0	0	0	0	10.7%
Llama 3.1 Nemotron 70B	11	0	0	0	0	2.1%

▼

Literary fiction: old friends reunite

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	99.9%
Mistral Medium 3.1	100	100	100	100	99	99.7%
Gemma 3 27B	100	100	100	100	97	99.4%
Ministral 3B	100	100	100	100	97	99.4%
Claude Haiku 4.5	100	100	100	100	96	99.3%
Qwen 3.5 397B A17B	100	100	100	100	96	99.2%
GPT-4.1 Nano	100	100	100	100	95	99.0%
o4 Mini High	100	100	100	100	94	98.7%
MoonshotAI: Kimi K2.5	100	100	100	100	91	98.2%
GPT-5 Mini	100	100	100	100	91	98.1%
Stealth: Aurora Alpha	100	100	100	100	90	98.1%
Z.AI GLM 4.5	100	100	100	98	91	97.6%
Gemini 2.5 Pro	100	100	100	100	88	97.6%
ByteDance Seed 1.6	100	100	100	100	88	97.6%
Hermes 3 405B	100	100	100	100	88	97.6%
Mistral Large	100	100	100	100	87	97.4%
DeepSeek-V2 Chat	100	100	100	100	85	96.9%
Z.AI GLM 4.6	100	100	100	100	83	96.7%
Qwen 2.5 72B	100	100	100	100	80	96.0%
GPT-5	100	100	100	100	76	95.3%
Gemini 3 Flash (Preview)	100	100	100	99	77	95.2%
GPT-4o, May 13th (temp=0)	100	100	100	90	85	95.0%
Rocinante 12B	100	100	100	87	86	94.7%
Claude Opus 4.5	100	100	100	88	79	93.5%
Minimax M2.5	100	100	100	96	69	93.1%
GPT-4o, May 13th (temp=1)	100	100	100	100	61	92.2%
GPT-4o Mini (temp=1)	100	100	100	84	75	91.8%
DeepSeek V3.1	100	100	100	91	51	88.5%
Hermes 3 70B	100	100	91	85	66	88.2%
Gemini 2.5 Flash Lite	100	100	89	87	43	83.9%
Mistral NeMO	100	100	100	98	11	81.8%
GPT-5 Nano	100	90	73	70	69	80.4%
Cohere Command R+ (Aug. 2024)	100	100	100	100	0	80.0%
Llama 3.1 Nemotron 70B	100	75	75	66	63	75.8%
Llama 3.1 70B	100	85	71	43	38	67.5%
Llama 3.1 8B	99	78	75	38	28	63.5%

▼

Mystery: examining a crime scene

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	99.9%
Gemini 3 Pro (Preview)	100	100	100	100	99	99.7%
GPT-4o, May 13th (temp=0)	100	100	100	100	98	99.6%
Qwen 3.5 397B A17B	100	100	100	100	97	99.3%
ByteDance Seed 1.6 Flash	100	100	100	100	96	99.3%
GPT-4o Mini (temp=0)	100	100	100	100	96	99.2%
Claude Opus 4	100	100	100	100	96	99.1%
Cohere Command R+ (Aug. 2024)	100	100	100	100	95	99.0%
Minimax M2.5	100	100	100	100	95	99.0%
Ministral 3 3B	100	100	100	100	95	98.9%
Claude Opus 4.5	100	100	100	100	94	98.8%
GPT-4o, May 13th (temp=1)	100	100	100	100	94	98.7%
Gemma 3 12B	100	100	100	100	90	98.0%
Claude 3 Haiku	100	100	100	100	90	97.9%
Gemini 2.5 Pro	100	100	100	100	89	97.7%
Mistral Large 3	100	100	100	100	88	97.6%
WizardLM 2 8x22b	100	100	100	94	93	97.5%
GPT-4.1 Mini	100	100	100	98	90	97.5%
GPT-5	100	100	100	97	90	97.2%
Z.AI GLM 5	100	100	98	94	93	97.0%
Claude Sonnet 4.5	100	100	100	100	83	96.7%
o4 Mini High	100	100	100	100	82	96.4%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	82	96.4%
DeepSeek-V2 Chat	100	100	100	100	80	96.0%
DeepSeek V3.2	100	100	98	91	85	94.9%
Claude Haiku 4.5	100	100	100	94	78	94.3%
DeepSeek V3 (2025-03-24)	100	100	100	100	70	93.9%
GPT-4o Mini (temp=1)	100	100	100	89	77	93.2%
Hermes 3 70B	100	100	100	100	66	93.1%
Arcee AI: Trinity Large (Preview)	100	100	100	99	63	92.4%
GPT-5 Mini	100	100	100	87	73	91.9%
Grok 4 Fast	100	100	100	86	63	90.0%
GPT-4o, Aug. 6th (temp=0)	100	100	98	83	68	89.7%
Ministral 3B	100	100	100	90	55	89.1%
GPT-4o, Aug. 6th (temp=1)	100	100	100	87	54	88.1%
DeepSeek V3.1	100	100	88	84	61	86.7%
Claude 3.5 Sonnet	100	100	85	73	70	85.5%
MoonshotAI: Kimi K2.5	100	97	93	86	49	85.1%
Z.AI GLM 4.5	100	100	82	81	52	82.8%
GPT-5 Nano	100	93	87	74	60	82.6%
Claude Sonnet 4	100	100	93	86	19	79.5%
Gemini 3 Flash (Preview)	100	100	95	76	24	79.0%
Claude 3.5 Haiku	100	100	95	88	7	78.0%
Gemini 2.5 Flash Lite	99	95	94	57	41	77.2%
Arcee AI: Trinity Mini	99	89	73	71	44	75.4%
Z.AI GLM 4.6	100	100	82	67	21	74.0%
Claude 3.7 Sonnet	100	100	83	39	38	71.9%
Gemma 3 4B	100	86	79	49	25	67.7%
Qwen 2.5 72B	100	100	62	52	24	67.6%
Mistral Small 3.2 24B	100	100	100	24	0	64.8%
ByteDance Seed 1.6	96	76	70	43	16	60.2%
Llama 3.1 70B	63	63	61	54	0	48.4%
Stealth: Aurora Alpha	82	81	70	0	0	46.4%
Llama 3.1 Nemotron 70B	100	48	17	0	0	32.9%
Llama 3.1 8B	76	48	39	0	0	32.4%

▼

Romance: separated couple reunites

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	99	99.8%
Ministral 8B	100	100	100	100	99	99.7%
GPT-4o, May 13th (temp=1)	100	100	100	100	98	99.6%
Arcee AI: Trinity Large (Preview)	100	100	100	100	98	99.5%
GPT-4.1	100	100	100	100	95	98.9%
GPT-5.2	100	100	100	100	93	98.6%
Ministral 3 3B	100	100	100	100	93	98.5%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	92	98.4%
Claude Opus 4.6	100	100	100	100	91	98.1%
Claude Opus 4.5	100	100	100	100	89	97.9%
Z.AI GLM 5	100	100	100	100	89	97.7%
Claude 3.7 Sonnet	100	100	100	100	88	97.7%
GPT-4o Mini (temp=0)	100	100	100	97	89	97.1%
ByteDance Seed 1.6	100	100	100	100	86	97.1%
Mistral Small 3.2 24B	100	100	100	100	82	96.4%
Gemini 2.5 Pro	100	100	100	96	86	96.3%
DeepSeek V3.2	100	100	100	100	81	96.1%
GPT-4.1 Nano	100	100	100	100	79	95.8%
Claude 3.5 Haiku	100	100	100	92	86	95.5%
Claude Haiku 4.5	100	100	100	92	85	95.4%
Cohere Command R+ (Aug. 2024)	100	100	100	90	82	94.3%
Gemini 3 Pro (Preview)	100	100	100	90	79	93.7%
Z.AI GLM 4.7	100	100	100	100	68	93.5%
Arcee AI: Trinity Mini	100	100	100	100	68	93.5%
DeepSeek V3.1	100	100	96	89	82	93.5%
GPT-4o, Aug. 6th (temp=0)	100	100	100	99	68	93.3%
GPT-5 Mini	100	100	100	89	77	93.3%
Claude 3.5 Sonnet	100	100	100	100	61	92.2%
Gemini 2.5 Flash	100	100	100	88	70	91.6%
Minimax M2.5	100	100	96	84	72	90.4%
Gemma 3 4B	100	100	100	100	51	90.1%
Ministral 3B	100	100	100	100	50	90.0%
Ministral 3 8B	100	100	100	100	45	89.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	85	48	86.6%
Gemma 3 12B	100	100	79	74	71	84.8%
Gemini 2.5 Flash Lite	100	89	87	68	67	82.4%
Rocinante 12B	100	100	100	71	36	81.4%
Z.AI GLM 4.6	100	94	86	78	48	81.0%
Qwen 2.5 72B	100	100	84	81	39	80.8%
Stealth: Aurora Alpha	100	100	89	81	35	80.8%
Llama 3.1 70B	100	100	90	66	37	78.5%
GPT-5 Nano	100	100	89	85	13	77.4%
Z.AI GLM 4.5	100	100	100	80	0	76.0%
Gemini 3 Flash (Preview)	92	89	87	60	44	74.5%
Hermes 3 70B	100	100	95	50	0	69.0%
Llama 3.1 8B	100	75	66	0	0	48.1%
Llama 3.1 Nemotron 70B	100	76	33	15	5	45.9%

▼

Thriller: chase through city streets

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	99	99.7%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	98	99.6%
DeepSeek V3.2	100	100	100	100	97	99.5%
GPT-5.2	100	100	100	100	97	99.4%
Mistral Large	100	100	100	100	97	99.4%
Minimax M2.5	100	100	100	100	96	99.3%
GPT-5.1	100	100	100	100	92	98.5%
Mistral Medium 3.1	100	100	100	100	91	98.1%
Gemma 3 27B	100	100	100	100	87	97.5%
Rocinante 12B	100	100	100	100	87	97.4%
Gemini 3 Pro (Preview)	100	100	100	98	89	97.2%
MoonshotAI: Kimi K2.5	100	100	100	100	86	97.1%
GPT-4o Mini (temp=0)	100	100	100	100	86	97.1%
Mistral Small Creative	100	100	100	100	86	97.1%
Ministral 3 14B	100	100	100	100	86	97.1%
Qwen 3.5 397B A17B	100	100	100	100	84	96.9%
Hermes 3 70B	100	100	100	100	83	96.7%
Mistral Large 2	100	100	100	95	89	96.7%
Mistral Large 3	100	100	100	100	80	96.0%
Claude Opus 4.6	100	100	100	100	80	95.9%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	79	95.8%
Ministral 3 3B	100	100	100	100	77	95.4%
DeepSeek V3.1	100	100	100	90	87	95.4%
Gemini 2.5 Pro	100	100	93	93	89	95.1%
GPT-5 Mini	100	100	100	98	75	94.7%
Z.AI GLM 4.6	100	100	100	87	84	94.1%
Gemma 3 12B	100	100	100	92	74	93.1%
Claude Haiku 4.5	100	100	100	93	71	92.8%
GPT-4o, May 13th (temp=0)	100	100	100	100	63	92.7%
Claude Opus 4.5	100	100	96	86	80	92.4%
Qwen 3.5 Plus (2026-02-15)	100	100	100	97	64	92.3%
Grok 4	100	100	100	94	67	92.1%
Gemini 2.5 Flash Lite	100	100	96	95	69	92.0%
GPT-4.1 Mini	100	100	100	91	68	91.7%
Qwen 2.5 72B	100	100	100	97	57	90.8%
Claude Sonnet 4	100	100	100	91	60	90.1%
Z.AI GLM 4.5	100	100	92	91	66	89.8%
DeepSeek-V2 Chat	100	100	100	100	44	88.7%
WizardLM 2 8x22b	100	100	100	97	43	88.1%
Z.AI GLM 4.7 Flash	100	100	98	86	55	87.6%
Mistral NeMO	100	100	100	95	41	87.2%
Claude 3.5 Sonnet	100	94	88	85	65	86.4%
Arcee AI: Trinity Large (Preview)	100	100	100	92	35	85.3%
GPT-4o, May 13th (temp=1)	100	100	87	87	39	82.6%
GPT-5 Nano	100	80	77	75	74	81.1%
Claude 3 Haiku	100	100	89	81	35	80.9%
Mistral Small 3.2 24B	100	100	100	100	0	80.0%
Cohere Command R+ (Aug. 2024)	100	100	100	66	14	76.2%
Arcee AI: Trinity Mini	100	88	75	66	52	76.0%
Claude 3.7 Sonnet	100	89	88	54	49	75.9%
Gemini 3 Flash (Preview)	93	88	72	66	42	72.0%
Claude 3.5 Haiku	100	88	82	73	13	71.2%
Gemma 3 4B	86	77	72	68	47	69.8%
Llama 3.1 70B	100	75	59	54	52	67.8%
ByteDance Seed 1.6	100	69	61	55	48	66.6%
Llama 3.1 Nemotron 70B	100	100	100	27	0	65.4%
Llama 3.1 8B	100	100	57	33	3	58.7%
Stealth: Aurora Alpha	77	55	31	29	0	38.6%

genre

▼

Fantasy: entering an ancient ruin

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	99	99.8%
Mistral Large	100	100	100	100	99	99.7%
o4 Mini	100	100	100	100	92	98.5%
Ministral 8B	100	100	100	100	91	98.3%
Grok 4 Fast	100	100	100	100	89	97.8%
Mistral Large 3	100	100	100	100	87	97.5%
Claude Sonnet 4.5	100	100	100	100	82	96.3%
GPT-4.1 Mini	100	100	100	100	81	96.1%
GPT-5.2	100	100	100	93	86	95.8%
Grok 4	100	100	97	96	78	94.2%
GPT-5 Mini	100	100	100	88	83	94.1%
GPT-4.1	100	100	100	89	73	92.5%
Gemini 3 Pro (Preview)	100	100	100	87	75	92.4%
Z.AI GLM 4.7 Flash	100	100	99	96	64	91.8%
DeepSeek V3.1	100	96	95	84	79	90.9%
Claude Opus 4	100	100	89	86	74	89.7%
DeepSeek-V2 Chat	100	100	100	81	63	88.7%
GPT-4o Mini (temp=1)	100	100	100	89	54	88.4%
Mistral NeMO	100	100	100	73	68	88.1%
GPT-4o, Aug. 6th (temp=1)	100	100	96	88	56	88.0%
Mistral Small 3.2 24B	100	100	100	100	37	87.5%
Ministral 3B	100	100	100	76	59	87.0%
ByteDance Seed 1.6 Flash	100	100	100	80	48	85.5%
Rocinante 12B	100	100	100	75	50	84.9%
Gemini 3.1 Pro (Preview)	100	99	88	79	55	84.1%
Z.AI GLM 4.7	100	100	86	68	65	83.7%
Hermes 3 405B	100	100	100	100	15	83.0%
Claude 3 Haiku	100	98	91	88	36	82.5%
Qwen 3.5 397B A17B	100	98	91	72	51	82.4%
MoonshotAI: Kimi K2.5	100	100	87	62	61	81.8%
Cohere Command R+ (Aug. 2024)	100	100	100	60	41	80.3%
GPT-4o Mini (temp=0)	100	100	75	55	44	74.7%
Gemma 3 27B	100	100	88	70	7	72.9%
Gemma 3 12B	100	71	69	68	36	68.8%
Gemini 2.5 Pro	100	87	85	52	14	67.6%
DeepSeek V3 (2024-12-26)	100	100	56	41	39	67.2%
GPT-4o, May 13th (temp=0)	100	83	69	54	29	67.1%
Gemini 2.5 Flash Lite	84	73	65	65	45	66.6%
Minimax M2.5	100	82	68	46	24	63.9%
Z.AI GLM 5	91	79	70	45	22	61.3%
DeepSeek V3.2	100	65	51	49	40	61.0%
Gemini 3 Flash (Preview)	100	86	72	39	3	60.2%
Claude 3.7 Sonnet	100	100	72	8	0	56.0%
Ministral 3 3B	100	100	42	21	14	55.4%
Claude Opus 4.5	95	63	59	42	16	55.1%
Hermes 3 70B	100	92	60	19	0	54.1%
GPT-4.1 Nano	100	94	36	26	0	51.1%
Claude Haiku 4.5	81	72	68	19	2	48.2%
Gemini 2.5 Flash	81	63	50	46	0	48.1%
ByteDance Seed 1.6	88	85	31	24	0	45.4%
Gemma 3 4B	94	52	43	24	8	44.2%
GPT-4o, May 13th (temp=1)	89	75	24	0	0	37.4%
Z.AI GLM 4.6	74	55	54	0	0	36.5%
Qwen 3.5 Plus (2026-02-15)	48	48	40	27	0	32.3%
GPT-4o, Aug. 6th (temp=0)	77	65	18	0	0	31.9%
GPT-5 Nano	87	54	17	0	0	31.6%
Arcee AI: Trinity Mini	58	52	33	10	0	30.5%
Qwen 2.5 72B	86	41	24	0	0	30.1%
Arcee AI: Trinity Large (Preview)	79	29	16	0	0	24.6%
Llama 3.1 8B	100	16	0	0	0	23.2%
Llama 3.1 Nemotron 70B	92	13	7	0	0	22.3%
Claude Sonnet 4	31	22	20	11	0	16.7%
Claude 3.5 Haiku	68	9	0	0	0	15.3%
Z.AI GLM 4.5	49	27	0	0	0	15.2%
WizardLM 2 8x22b	48	11	0	0	0	11.6%
Claude 3.5 Sonnet	43	0	0	0	0	8.6%
Llama 3.1 70B	17	0	0	0	0	3.4%
Stealth: Aurora Alpha	0	0	0	0	0	0.0%

▼

Horror: alone in an eerie place at night

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
GPT-5.1	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	99	99.8%
Claude Opus 4.6	100	100	100	100	98	99.6%
MoonshotAI: Kimi K2.5	100	100	100	100	97	99.3%
Z.AI GLM 4.7 Flash	100	100	100	100	95	99.0%
Claude Sonnet 4.6	100	100	100	100	94	98.8%
o4 Mini High	100	100	100	100	87	97.3%
Gemini 2.5 Pro	100	100	100	98	88	97.1%
GPT-4.1	100	100	100	100	85	97.0%
GPT-5	100	100	100	100	84	96.8%
DeepSeek-V2 Chat	100	100	100	100	82	96.4%
GPT-4.1 Nano	100	100	100	89	85	94.7%
Mistral Large	100	100	100	89	85	94.7%
GPT-5.2	100	100	100	95	78	94.6%
ByteDance Seed 1.6 Flash	100	100	100	99	74	94.6%
Mistral Large 2	100	100	100	100	73	94.5%
GPT-4.1 Mini	100	100	97	88	86	94.3%
Ministral 3 8B	100	100	100	100	68	93.6%
Ministral 3 3B	100	100	100	100	66	93.1%
o4 Mini	100	100	100	91	73	92.8%
Mistral Large 3	100	100	100	85	79	92.7%
GPT-4o Mini (temp=1)	100	100	100	100	62	92.3%
Z.AI GLM 5	100	100	100	100	61	92.2%
Z.AI GLM 4.7	100	100	97	94	70	92.2%
Gemini 3 Pro (Preview)	100	100	100	92	59	90.3%
Gemma 3 12B	100	100	86	86	79	90.2%
Claude Sonnet 4.5	100	100	100	87	61	89.7%
GPT-4o, Aug. 6th (temp=1)	100	100	100	88	59	89.3%
Minimax M2.5	100	100	100	78	62	88.0%
Claude Opus 4	100	100	100	82	55	87.3%
GPT-5 Mini	100	91	90	85	70	87.2%
DeepSeek V3.2	100	100	89	78	62	85.7%
Ministral 3B	100	100	100	100	17	83.3%
Gemini 3 Flash (Preview)	100	96	85	74	60	83.0%
Qwen 3.5 397B A17B	100	100	73	69	64	81.2%
Rocinante 12B	89	88	86	71	67	80.3%
Claude Opus 4.5	100	96	93	65	48	80.2%
Grok 4 Fast	100	100	91	83	24	79.7%
DeepSeek V3 (2024-12-26)	100	100	92	87	18	79.3%
Claude Haiku 4.5	89	85	81	79	63	79.3%
Arcee AI: Trinity Mini	100	100	89	57	20	73.0%
ByteDance Seed 1.6	100	100	86	71	0	71.4%
Gemini 2.5 Flash Lite	100	81	71	62	42	71.1%
Mistral NeMO	100	100	75	69	0	68.6%
DeepSeek V3.1	99	98	58	50	36	68.3%
Gemma 3 4B	91	76	62	60	52	67.9%
Gemma 3 27B	85	76	65	54	54	66.8%
GPT-4o, May 13th (temp=1)	100	97	76	30	27	66.0%
Z.AI GLM 4.6	80	77	70	54	46	65.4%
Qwen 3.5 Plus (2026-02-15)	71	69	66	65	48	63.8%
Cohere Command R+ (Aug. 2024)	100	77	76	40	24	63.2%
Hermes 3 405B	100	100	96	20	0	63.1%
Gemini 2.5 Flash	100	64	56	54	42	63.0%
Claude 3.5 Haiku	100	88	48	36	24	59.0%
Mistral Small 3.2 24B	100	70	67	26	11	54.8%
GPT-4o Mini (temp=0)	88	60	54	39	17	51.5%
Claude Sonnet 4	76	67	66	33	13	50.8%
Grok 4	100	80	69	0	0	49.8%
Hermes 3 70B	90	81	37	27	0	46.9%
Claude 3.7 Sonnet	84	75	32	25	18	46.8%
Z.AI GLM 4.5	87	49	32	31	3	40.3%
Claude 3 Haiku	71	64	36	29	0	40.3%
Claude 3.5 Sonnet	73	70	46	0	0	37.8%
Arcee AI: Trinity Large (Preview)	90	49	32	10	0	36.1%
Qwen 2.5 72B	100	43	11	4	0	31.7%
GPT-5 Nano	68	32	27	0	0	25.4%
GPT-4o, Aug. 6th (temp=0)	36	34	4	0	0	14.9%
WizardLM 2 8x22b	44	0	0	0	0	8.9%
Llama 3.1 8B	29	0	0	0	0	5.7%
GPT-4o, May 13th (temp=0)	8	0	0	0	0	1.5%
Stealth: Aurora Alpha	0	0	0	0	0	0.0%
Llama 3.1 70B	0	0	0	0	0	0.0%
Llama 3.1 Nemotron 70B	0	0	0	0	0	0.0%

▼

Literary fiction: old friends reunite

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	99.9%
Claude Sonnet 4.6	100	100	100	100	99	99.8%
Gemini 3 Flash (Preview)	100	100	100	100	99	99.7%
GPT-5 Mini	100	100	100	100	99	99.7%
Gemini 2.5 Flash Lite	100	100	100	100	99	99.7%
Gemini 2.5 Flash	100	100	100	99	99	99.6%
GPT-4.1	100	100	100	100	97	99.5%
DeepSeek V3 (2024-12-26)	100	100	100	100	97	99.4%
Ministral 3 3B	100	100	100	100	97	99.3%
GPT-4.1 Nano	100	100	100	100	94	98.9%
Claude Haiku 4.5	100	100	100	100	92	98.5%
GPT-5.2	100	100	100	100	91	98.3%
Gemma 3 4B	100	100	100	100	91	98.1%
Gemini 3 Pro (Preview)	100	100	100	100	90	98.1%
Mistral NeMO	100	100	100	100	89	97.8%
Gemini 2.5 Pro	100	100	100	100	88	97.7%
Qwen 2.5 72B	100	100	100	100	88	97.5%
GPT-5	100	100	100	100	87	97.3%
Arcee AI: Trinity Mini	100	100	100	100	86	97.1%
Mistral Medium 3.1	100	100	100	92	91	96.7%
Claude 3.5 Haiku	100	100	100	90	90	96.0%
Claude Opus 4.6	100	100	100	100	80	95.9%
Gemma 3 12B	100	100	100	99	79	95.4%
Claude Opus 4.5	100	100	95	90	89	94.9%
Claude 3.7 Sonnet	100	100	100	87	87	94.8%
DeepSeek V3.2	100	100	100	100	72	94.5%
GPT-4o Mini (temp=0)	100	100	100	88	82	93.9%
Minimax M2.5	100	100	100	100	65	93.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	88	76	92.7%
Claude Opus 4	100	100	100	100	62	92.3%
Gemini 3.1 Pro (Preview)	100	100	100	89	61	90.1%
Z.AI GLM 5	100	100	96	89	57	88.5%
Arcee AI: Trinity Large (Preview)	100	100	92	79	70	88.4%
Claude 3 Haiku	100	100	95	88	57	88.1%
Claude 3.5 Sonnet	100	100	100	79	60	88.0%
Z.AI GLM 4.5	100	100	100	100	22	84.4%
Qwen 3.5 Plus (2026-02-15)	100	100	100	68	50	83.6%
Hermes 3 70B	100	100	94	71	35	80.2%
Ministral 3B	100	100	100	48	24	74.3%
Qwen 3.5 397B A17B	95	91	84	65	24	71.8%
WizardLM 2 8x22b	100	100	61	38	29	65.5%
Llama 3.1 70B	100	85	68	66	0	63.6%
GPT-5 Nano	100	77	59	55	8	59.6%
Llama 3.1 Nemotron 70B	100	55	19	15	0	37.9%
Llama 3.1 8B	79	31	20	0	0	26.0%
Stealth: Aurora Alpha	19	16	2	0	0	7.3%

▼

Mystery: examining a crime scene

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
DeepSeek-V2 Chat	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	99.9%
GPT-5.2	100	100	100	100	97	99.5%
Mistral Large 3	100	100	100	100	97	99.4%
Claude Opus 4	100	100	100	100	96	99.3%
Mistral Medium 3.1	100	100	100	100	95	99.0%
Ministral 3 8B	100	100	100	100	94	98.8%
DeepSeek V3.2	100	100	100	98	96	98.7%
GPT-5	100	100	100	100	94	98.7%
Gemini 2.5 Pro	100	100	100	100	93	98.6%
Qwen 3.5 397B A17B	100	100	100	100	90	98.1%
GPT-4.1	100	100	100	100	90	98.1%
Z.AI GLM 4.7	100	100	100	95	95	97.9%
GPT-5.1	100	100	100	100	87	97.3%
Rocinante 12B	100	100	100	100	86	97.1%
o4 Mini High	100	100	100	100	85	97.0%
Ministral 3B	100	100	96	96	85	95.4%
Ministral 3 3B	100	100	100	100	76	95.2%
Gemma 3 27B	100	100	100	100	75	95.0%
GPT-5 Mini	100	100	100	88	86	94.8%
o4 Mini	100	100	100	100	72	94.4%
Z.AI GLM 4.7 Flash	100	100	100	86	85	94.3%
Grok 4	100	100	100	87	84	94.3%
Mistral Small 3.2 24B	100	100	100	100	70	94.1%
Grok 4.1 Fast	100	100	100	100	70	94.0%
GPT-4o Mini (temp=1)	100	100	98	97	74	93.6%
Z.AI GLM 4.6	100	100	100	91	76	93.5%
Gemma 3 4B	100	100	100	86	81	93.3%
GPT-4o, Aug. 6th (temp=0)	100	100	100	92	74	93.1%
Mistral NeMO	100	100	99	99	62	92.0%
DeepSeek V3 (2025-03-24)	100	100	100	82	77	91.8%
Arcee AI: Trinity Large (Preview)	100	100	100	85	74	91.8%
Gemini 3 Pro (Preview)	100	100	100	100	59	91.8%
GPT-4o Mini (temp=0)	100	100	100	93	66	91.7%
Claude Opus 4.6	100	100	100	100	58	91.6%
Hermes 3 405B	100	100	100	82	75	91.4%
ByteDance Seed 1.6 Flash	100	100	100	100	57	91.3%
Minimax M2.5	100	100	100	89	68	91.3%
Gemini 2.5 Flash	100	100	100	91	61	90.3%
DeepSeek V3.1	100	100	100	100	51	90.3%
Claude Sonnet 4.5	100	96	90	82	82	90.0%
GPT-4o, Aug. 6th (temp=1)	100	100	99	88	59	89.1%
Claude Sonnet 4.6	100	100	100	94	49	88.5%
GPT-4o, May 13th (temp=0)	100	100	98	83	60	88.1%
Llama 3.1 70B	100	100	100	100	38	87.6%
GPT-4o, May 13th (temp=1)	100	100	100	80	58	87.4%
Cohere Command R+ (Aug. 2024)	100	100	100	76	58	86.8%
Gemini 2.5 Flash Lite	100	100	84	80	69	86.7%
DeepSeek V3 (2024-12-26)	100	100	97	82	54	86.4%
Gemini 3 Flash (Preview)	100	100	90	83	52	84.9%
Z.AI GLM 5	92	89	88	82	61	82.5%
Claude Haiku 4.5	100	100	82	81	44	81.4%
Claude 3.7 Sonnet	100	94	73	72	58	79.3%
WizardLM 2 8x22b	100	94	75	71	48	77.7%
Z.AI GLM 4.5	100	81	81	80	33	74.9%
Arcee AI: Trinity Mini	100	100	100	68	0	73.4%
GPT-5 Nano	100	91	63	62	48	73.0%
Qwen 3.5 Plus (2026-02-15)	96	92	72	63	40	72.8%
GPT-4.1 Nano	100	98	62	58	37	70.8%
Llama 3.1 Nemotron 70B	100	71	66	66	43	69.2%
Grok 4 Fast	89	84	68	63	32	67.0%
Claude Opus 4.5	100	96	71	60	7	66.6%
Claude 3.5 Haiku	98	86	71	44	19	63.7%
MoonshotAI: Kimi K2.5	97	70	66	49	32	62.6%
Claude 3.5 Sonnet	91	86	68	59	5	61.7%
Qwen 2.5 72B	89	62	56	45	33	57.1%
Claude Sonnet 4	97	89	84	0	0	54.0%
Hermes 3 70B	63	60	55	37	10	45.1%
ByteDance Seed 1.6	98	70	44	6	0	43.5%
Llama 3.1 8B	45	16	0	0	0	12.3%
Stealth: Aurora Alpha	51	6	0	0	0	11.3%

▼

Romance: separated couple reunites

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100.0%
Cohere Command R+ (Aug. 2024)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	98	99.6%
o4 Mini	100	100	100	100	95	99.0%
GPT-5.2	100	100	100	100	95	99.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	92	98.4%
Mistral Large	100	100	100	100	91	98.2%
Ministral 3 3B	100	100	100	100	91	98.2%
GPT-4o, May 13th (temp=0)	100	100	100	100	91	98.1%
Ministral 3B	100	100	100	100	89	97.8%
GPT-5 Mini	100	100	100	100	87	97.5%
Claude Sonnet 4.6	100	100	100	100	86	97.3%
Mistral Large 3	100	100	100	100	86	97.1%
Gemma 3 27B	100	100	100	100	85	96.9%
Z.AI GLM 4.7	100	100	100	100	83	96.6%
GPT-4.1	100	100	100	100	83	96.5%
Arcee AI: Trinity Mini	100	100	100	100	82	96.4%
Claude Haiku 4.5	100	100	100	96	82	95.8%
Gemini 3 Pro (Preview)	100	100	100	99	79	95.5%
GPT-4o Mini (temp=1)	100	100	100	100	78	95.5%
Gemma 3 4B	100	100	100	92	85	95.4%
Ministral 3 8B	100	100	100	100	76	95.2%
MoonshotAI: Kimi K2.5	100	100	100	97	77	94.7%
GPT-4o, Aug. 6th (temp=0)	100	100	99	87	86	94.4%
Gemini 3 Flash (Preview)	100	100	97	90	83	94.1%
Claude 3 Haiku	100	100	100	100	68	93.5%
Claude 3.7 Sonnet	100	100	100	100	66	93.2%
Arcee AI: Trinity Large (Preview)	100	100	100	100	62	92.4%
Z.AI GLM 5	100	100	100	83	79	92.2%
Claude Sonnet 4	100	100	100	97	63	91.9%
Mistral NeMO	100	100	100	100	59	91.8%
Minimax M2.5	100	100	100	87	71	91.7%
Gemini 2.5 Flash	100	100	100	100	58	91.6%
Z.AI GLM 4.7 Flash	100	100	94	84	79	91.5%
GPT-5	100	100	100	88	69	91.4%
ByteDance Seed 1.6 Flash	100	100	100	100	53	90.6%
Gemma 3 12B	100	100	89	87	76	90.4%
Claude 3.5 Sonnet	100	100	100	76	69	89.1%
Gemini 2.5 Pro	100	100	100	81	63	88.8%
Hermes 3 70B	100	100	100	82	60	88.4%
Claude 3.5 Haiku	100	100	100	100	41	88.2%
Qwen 2.5 72B	100	100	98	86	52	87.2%
Gemini 3.1 Pro (Preview)	100	100	100	68	61	85.8%
GPT-4.1 Nano	100	100	100	90	35	85.0%
Z.AI GLM 4.5	100	100	100	97	25	84.4%
GPT-4o, Aug. 6th (temp=1)	100	100	98	90	22	81.8%
Gemini 2.5 Flash Lite	100	100	94	71	35	80.1%
Rocinante 12B	100	100	100	100	0	80.0%
Z.AI GLM 4.6	100	100	100	90	10	80.0%
ByteDance Seed 1.6	100	100	83	80	36	79.9%
DeepSeek V3.1	100	100	98	66	25	77.7%
Qwen 3.5 Plus (2026-02-15)	100	100	86	50	42	75.6%
Qwen 3.5 397B A17B	99	85	77	62	53	75.1%
Ministral 8B	100	100	100	68	0	73.6%
Claude Opus 4.5	100	100	64	62	33	71.8%
WizardLM 2 8x22b	100	94	83	54	0	66.3%
GPT-4o Mini (temp=0)	77	71	67	63	28	61.2%
GPT-5 Nano	85	84	67	34	34	60.9%
Llama 3.1 70B	83	80	50	3	0	43.1%
Llama 3.1 8B	76	44	33	25	17	39.2%
Llama 3.1 Nemotron 70B	100	33	20	0	0	30.7%
Stealth: Aurora Alpha	47	34	0	0	0	16.2%

▼

Thriller: chase through city streets

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	99.9%
GPT-4o Mini (temp=1)	100	100	100	100	98	99.6%
Gemma 3 27B	100	100	100	100	96	99.3%
Mistral Large 2	100	100	100	100	93	98.6%
Ministral 8B	100	100	100	100	92	98.5%
Mistral Large 3	100	100	100	100	92	98.4%
Ministral 3B	100	100	100	100	89	97.8%
Ministral 3 8B	100	100	100	95	94	97.8%
Gemma 3 12B	100	100	100	99	90	97.7%
Z.AI GLM 4.7	100	100	100	100	86	97.2%
DeepSeek V3.1	100	100	100	100	85	97.0%
o4 Mini High	100	100	100	95	87	96.5%
Mistral NeMO	100	100	100	94	87	96.2%
GPT-4.1	100	100	100	96	85	96.1%
ByteDance Seed 1.6 Flash	100	100	100	100	79	95.8%
Claude Opus 4	100	100	100	96	82	95.5%
GPT-4o Mini (temp=0)	100	100	100	97	81	95.5%
Cohere Command R+ (Aug. 2024)	100	100	100	100	77	95.4%
GPT-5 Mini	100	100	100	92	79	94.1%
GPT-5.2	100	100	95	91	82	93.6%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	68	93.5%
DeepSeek-V2 Chat	100	100	97	88	82	93.4%
Claude Opus 4.6	100	100	100	89	75	92.7%
Claude Sonnet 4.5	100	100	99	94	71	92.6%
Z.AI GLM 4.6	100	97	93	88	83	92.3%
DeepSeek V3 (2024-12-26)	100	100	100	91	66	91.3%
Grok 4	100	100	90	83	82	91.1%
Mistral Large	100	100	100	78	77	90.9%
Z.AI GLM 4.7 Flash	100	100	91	88	76	90.9%
GPT-4.1 Nano	100	100	100	96	52	89.6%
GPT-4o, May 13th (temp=1)	100	98	95	94	59	89.0%
Claude Sonnet 4.6	100	100	100	91	41	86.4%
DeepSeek V3 (2025-03-24)	100	100	100	73	59	86.3%
Qwen 2.5 72B	100	100	100	79	53	86.2%
Hermes 3 405B	100	100	81	71	70	84.3%
Qwen 3.5 397B A17B	100	100	99	80	41	84.0%
DeepSeek V3.2	100	100	100	97	17	82.9%
Gemini 2.5 Flash	100	100	100	97	0	79.5%
Gemma 3 4B	100	94	87	62	52	79.2%
Gemini 2.5 Flash Lite	94	90	84	64	60	78.6%
Grok 4 Fast	100	99	97	96	0	78.3%
Claude Opus 4.5	98	85	81	65	62	78.2%
GPT-4o, Aug. 6th (temp=0)	100	98	72	68	51	77.8%
Claude Haiku 4.5	100	86	86	62	55	77.8%
Arcee AI: Trinity Large (Preview)	100	100	94	86	0	75.9%
Ministral 3 3B	100	100	89	82	0	74.2%
Z.AI GLM 5	100	87	66	58	57	73.7%
Qwen 3.5 Plus (2026-02-15)	79	77	73	68	61	71.9%
Mistral Small 3.2 24B	100	100	73	71	0	68.9%
Arcee AI: Trinity Mini	87	86	76	74	0	64.6%
GPT-5 Nano	100	98	80	40	0	63.5%
Minimax M2.5	100	100	55	51	10	63.2%
Claude 3 Haiku	100	93	68	31	21	62.6%
Hermes 3 70B	100	87	62	47	0	59.0%
Gemini 3 Flash (Preview)	96	72	63	40	8	55.9%
Llama 3.1 Nemotron 70B	79	73	71	30	0	50.8%
MoonshotAI: Kimi K2.5	98	71	59	24	0	50.2%
Claude 3.7 Sonnet	71	70	65	22	20	49.5%
Claude 3.5 Haiku	100	59	36	33	16	48.7%
ByteDance Seed 1.6	69	68	51	45	11	48.6%
Grok 4.1 Fast	96	94	20	11	0	44.3%
Llama 3.1 70B	82	82	38	0	0	40.5%
WizardLM 2 8x22b	100	100	0	0	0	40.0%
Z.AI GLM 4.5	76	74	24	9	0	36.5%
Llama 3.1 8B	75	59	33	0	0	33.3%
Claude 3.5 Sonnet	76	41	24	0	0	28.1%
Claude Sonnet 4	28	18	10	4	0	11.7%
Stealth: Aurora Alpha	9	0	0	0	0	1.7%

Novelcrafter Default Prompt

▼

Fantasy: entering an ancient ruin

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	97	99.4%
Z.AI GLM 4.7	100	100	100	100	95	98.9%
Rocinante 12B	100	100	100	100	88	97.6%
Mistral Large 2	100	100	100	100	87	97.5%
GPT-4o Mini (temp=1)	100	100	100	100	79	95.8%
Ministral 3 8B	100	100	100	100	74	94.7%
Gemma 3 27B	100	100	100	100	73	94.5%
GPT-5 Mini	100	100	100	86	84	94.1%
Gemini 3 Pro (Preview)	100	100	100	93	74	93.4%
Qwen 3.5 Plus (2026-02-15)	100	100	98	97	67	92.3%
Claude Sonnet 4.5	100	100	100	100	56	91.3%
WizardLM 2 8x22b	100	100	100	86	63	90.0%
Z.AI GLM 4.7 Flash	100	100	100	100	49	89.8%
GPT-4o Mini (temp=0)	100	94	89	88	75	89.1%
ByteDance Seed 1.6	100	100	100	100	41	88.2%
GPT-4o, Aug. 6th (temp=0)	100	100	100	74	63	87.4%
Ministral 8B	100	100	100	98	38	87.1%
DeepSeek V3.1	100	100	86	80	56	84.5%
Gemini 2.5 Pro	100	100	81	75	66	84.2%
DeepSeek V3.2	100	94	75	74	64	81.4%
GPT-4.1 Mini	100	100	99	85	22	81.1%
Claude Opus 4.5	100	96	94	81	21	78.3%
DeepSeek-V2 Chat	100	100	97	74	19	78.1%
DeepSeek V3 (2024-12-26)	100	100	75	71	39	76.9%
Gemini 3 Flash (Preview)	100	92	74	66	45	75.5%
GPT-4o, Aug. 6th (temp=1)	100	73	70	69	63	75.1%
Z.AI GLM 5	100	97	90	73	15	75.1%
Claude Haiku 4.5	100	100	81	61	15	71.2%
GPT-4o, May 13th (temp=0)	97	78	73	49	43	68.0%
Arcee AI: Trinity Mini	100	89	78	52	13	66.4%
Gemma 3 4B	99	81	73	61	13	65.4%
Mistral NeMO	100	100	94	26	4	64.8%
GPT-4.1 Nano	100	77	69	67	11	64.6%
Claude 3 Haiku	100	89	83	36	13	64.3%
Claude Opus 4	100	71	67	45	39	64.3%
Hermes 3 405B	100	100	100	16	0	63.2%
Qwen 2.5 72B	99	89	69	31	20	61.6%
Z.AI GLM 4.6	98	85	63	34	22	60.6%
Minimax M2.5	95	83	66	52	0	59.3%
Gemma 3 12B	100	68	44	42	42	59.3%
Gemini 2.5 Flash	98	71	51	35	34	57.8%
Hermes 3 70B	100	100	39	33	15	57.4%
Claude 3.5 Sonnet	100	100	73	9	0	56.4%
Cohere Command R+ (Aug. 2024)	100	78	76	19	7	56.0%
GPT-4o, May 13th (temp=1)	71	67	65	43	16	52.2%
GPT-5 Nano	78	69	43	42	16	49.7%
Claude 3.7 Sonnet	98	52	41	15	8	42.9%
Llama 3.1 Nemotron 70B	88	68	5	0	0	32.0%
Mistral Small 3.2 24B	100	42	18	0	0	31.9%
Arcee AI: Trinity Large (Preview)	100	29	27	0	0	31.3%
Gemini 2.5 Flash Lite	76	50	7	0	0	26.5%
Stealth: Aurora Alpha	76	29	5	0	0	21.9%
Claude Sonnet 4	54	33	0	0	0	17.3%
Z.AI GLM 4.5	65	0	0	0	0	13.0%
Claude 3.5 Haiku	48	13	0	0	0	12.1%
Llama 3.1 70B	49	3	0	0	0	10.5%
Llama 3.1 8B	20	0	0	0	0	4.1%

▼

Horror: alone in an eerie place at night

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	99.9%
Minimax M2.5	100	100	100	100	99	99.9%
Ministral 3 8B	100	100	100	100	96	99.2%
Cohere Command R+ (Aug. 2024)	100	100	100	98	96	98.8%
Gemini 2.5 Pro	100	100	100	100	93	98.6%
GPT-4.1 Nano	100	100	100	100	93	98.6%
GPT-4o Mini (temp=0)	100	100	100	97	94	98.3%
Hermes 3 405B	100	100	100	99	89	97.6%
Ministral 8B	100	100	100	100	84	96.8%
Z.AI GLM 5	100	100	100	100	83	96.6%
Ministral 3B	100	100	100	100	81	96.1%
Claude Sonnet 4.5	100	100	100	94	87	96.0%
Z.AI GLM 4.7 Flash	100	100	100	100	80	96.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	80	96.0%
GPT-4o Mini (temp=1)	100	100	100	94	86	95.9%
DeepSeek V3.2	100	100	100	100	76	95.2%
Gemini 3 Flash (Preview)	100	100	100	98	78	95.1%
DeepSeek V3.1	100	100	100	97	76	94.6%
GPT-4.1 Mini	100	100	100	93	77	94.0%
Gemma 3 27B	100	100	97	87	80	92.7%
WizardLM 2 8x22b	100	100	96	92	67	91.2%
Claude Sonnet 4.6	100	100	100	85	67	90.3%
Claude Opus 4	100	100	98	75	74	89.5%
Qwen 3.5 Plus (2026-02-15)	100	100	93	81	72	89.3%
Z.AI GLM 4.6	100	100	84	82	77	88.7%
Ministral 3 3B	100	100	100	100	32	86.3%
ByteDance Seed 1.6	100	100	100	73	54	85.5%
DeepSeek-V2 Chat	100	100	100	84	42	85.2%
Claude Opus 4.5	100	100	100	93	31	84.8%
DeepSeek V3 (2024-12-26)	100	100	100	100	14	82.9%
Mistral NeMO	100	100	100	96	0	79.2%
Gemini 2.5 Flash Lite	100	92	75	54	52	74.8%
Hermes 3 70B	100	100	86	82	0	73.6%
Z.AI GLM 4.5	100	92	87	44	30	70.7%
Claude 3.5 Sonnet	100	100	68	50	35	70.5%
Gemma 3 4B	92	86	81	80	10	69.6%
Rocinante 12B	100	100	70	55	0	64.9%
Gemma 3 12B	100	98	77	27	22	64.7%
Llama 3.1 8B	100	92	81	48	0	64.2%
GPT-4o, May 13th (temp=1)	100	75	62	44	35	63.2%
Claude 3.7 Sonnet	88	88	60	47	23	61.3%
Gemini 2.5 Flash	100	100	54	47	0	60.0%
Arcee AI: Trinity Mini	100	76	75	16	0	53.3%
Arcee AI: Trinity Large (Preview)	100	100	27	0	0	45.3%
Claude Sonnet 4	71	51	48	36	19	44.9%
Claude 3 Haiku	88	84	51	0	0	44.5%
Claude 3.5 Haiku	86	86	51	0	0	44.4%
Mistral Small 3.2 24B	100	100	0	0	0	40.0%
GPT-4o, May 13th (temp=0)	75	55	0	0	0	26.2%
GPT-4o, Aug. 6th (temp=0)	67	48	0	0	0	22.9%
GPT-5 Nano	40	32	26	5	2	21.2%
Qwen 2.5 72B	30	25	19	19	0	18.9%
Llama 3.1 Nemotron 70B	30	21	10	0	0	12.3%
Stealth: Aurora Alpha	36	14	0	0	0	10.0%
Llama 3.1 70B	0	0	0	0	0	0.0%

▼

Literary fiction: old friends reunite

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
Minimax M2.5	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	99	99.8%
Gemini 2.5 Flash	100	100	100	100	98	99.5%
Gemini 2.5 Pro	100	100	100	100	97	99.4%
Mistral Small 3.2 24B	100	100	100	100	97	99.4%
Claude 3 Haiku	100	100	100	100	97	99.4%
Claude Haiku 4.5	100	100	100	100	95	99.0%
GPT-4o Mini (temp=1)	100	100	100	100	95	99.0%
Ministral 3 8B	100	100	100	100	95	99.0%
GPT-4.1 Mini	100	100	100	100	93	98.5%
GPT-5	100	100	100	100	92	98.4%
Cohere Command R+ (Aug. 2024)	100	100	100	100	90	98.0%
Qwen 3.5 397B A17B	100	100	100	100	89	97.8%
Z.AI GLM 4.7	100	100	100	100	86	97.3%
GPT-4o, May 13th (temp=1)	100	100	100	100	86	97.1%
Arcee AI: Trinity Mini	100	100	100	100	85	96.9%
Claude Sonnet 4	100	100	100	100	83	96.7%
Hermes 3 70B	100	100	100	100	83	96.7%
Claude Opus 4.6	100	100	100	91	88	95.8%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	76	95.2%
Claude 3.7 Sonnet	100	100	100	90	83	94.7%
Ministral 3B	100	100	100	92	79	94.1%
Claude Sonnet 4.6	100	100	100	100	70	94.0%
Mistral NeMO	100	100	100	96	74	93.9%
GPT-4o, May 13th (temp=0)	100	100	100	100	68	93.5%
Gemma 3 4B	100	100	100	89	79	93.5%
Qwen 2.5 72B	100	100	100	94	68	92.4%
Gemma 3 12B	100	100	100	100	60	91.9%
Z.AI GLM 4.7 Flash	100	100	100	100	59	91.8%
Z.AI GLM 5	100	100	100	99	58	91.4%
Claude Opus 4	100	100	100	100	54	90.7%
Arcee AI: Trinity Large (Preview)	100	100	100	100	45	89.1%
ByteDance Seed 1.6	100	100	100	83	50	86.6%
Claude 3.5 Haiku	100	100	90	81	54	84.9%
Llama 3.1 70B	100	93	79	70	3	69.0%
Stealth: Aurora Alpha	100	98	90	50	0	67.5%
Llama 3.1 Nemotron 70B	81	78	73	70	33	66.9%
GPT-5 Nano	100	77	76	74	4	66.2%
Llama 3.1 8B	100	100	31	0	0	46.2%

▼

Mystery: examining a crime scene

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
o4 Mini High	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	99	99.8%
o4 Mini	100	100	100	100	97	99.4%
Z.AI GLM 4.6	100	100	100	100	97	99.4%
DeepSeek V3.2	100	100	100	100	97	99.4%
Writer: Palmyra X5	100	100	100	100	96	99.3%
Z.AI GLM 5	100	100	100	100	96	99.1%
Mistral Medium 3.1	100	100	100	100	95	99.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	94	98.9%
Gemini 2.5 Flash	100	100	100	100	94	98.6%
Gemini 3.1 Pro (Preview)	100	100	100	100	93	98.6%
Gemma 3 27B	100	100	100	100	93	98.6%
GPT-5.1	100	100	100	100	93	98.5%
Hermes 3 405B	100	100	100	100	93	98.5%
WizardLM 2 8x22b	100	100	100	100	90	98.1%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	90	98.0%
Z.AI GLM 4.7	100	100	100	100	89	97.8%
Gemini 2.5 Pro	100	100	100	94	94	97.7%
Claude Opus 4.6	100	100	100	100	88	97.7%
GPT-5 Mini	100	100	100	100	88	97.5%
Grok 4 Fast	100	100	100	97	90	97.4%
GPT-4.1	100	100	100	100	87	97.4%
GPT-4.1 Mini	100	100	100	100	86	97.3%
Claude Sonnet 4.5	100	100	100	100	82	96.3%
Ministral 3B	100	100	100	100	81	96.1%
Grok 4	100	100	100	92	88	96.1%
GPT-4o Mini (temp=1)	100	100	100	92	88	95.9%
Minimax M2.5	100	100	100	94	85	95.8%
ByteDance Seed 1.6 Flash	100	100	100	98	80	95.6%
Mistral NeMO	100	100	100	100	76	95.2%
Mistral Large	100	100	100	100	75	95.0%
Claude Opus 4	100	100	100	100	73	94.5%
Cohere Command R+ (Aug. 2024)	100	100	100	100	70	94.0%
GPT-4o Mini (temp=0)	100	100	100	82	82	92.7%
Arcee AI: Trinity Mini	100	100	100	98	61	91.9%
DeepSeek V3 (2024-12-26)	100	100	100	85	70	91.0%
GPT-4.1 Nano	100	100	100	88	62	90.1%
Qwen 3.5 Plus (2026-02-15)	100	100	94	81	75	89.9%
DeepSeek-V2 Chat	100	100	100	100	49	89.8%
GPT-4o, Aug. 6th (temp=1)	100	100	100	90	59	89.8%
Ministral 3 3B	100	100	100	90	57	89.4%
Qwen 3.5 397B A17B	100	100	100	94	52	89.3%
Z.AI GLM 4.5	100	94	89	82	76	88.1%
GPT-4o, May 13th (temp=0)	100	100	100	83	51	86.9%
Ministral 3 8B	100	100	92	92	50	86.8%
MoonshotAI: Kimi K2.5	100	100	90	73	70	86.5%
Gemma 3 4B	100	100	97	68	61	85.1%
Claude Opus 4.5	99	90	86	71	71	83.6%
Claude 3 Haiku	100	100	100	91	27	83.5%
Mistral Small 3.2 24B	100	100	100	90	25	83.1%
GPT-5 Nano	100	100	91	71	45	81.4%
Arcee AI: Trinity Large (Preview)	100	100	100	93	7	79.9%
Gemini 2.5 Flash Lite	96	95	79	72	51	78.8%
Claude 3.7 Sonnet	100	75	71	70	67	76.5%
Claude Haiku 4.5	100	100	100	79	0	75.9%
Claude 3.5 Haiku	100	98	98	71	9	75.4%
DeepSeek V3.1	100	100	65	54	45	72.7%
Gemini 3 Flash (Preview)	100	83	74	54	36	69.4%
Rocinante 12B	100	100	100	33	0	66.6%
ByteDance Seed 1.6	100	100	48	44	39	66.2%
Llama 3.1 8B	100	94	61	51	0	61.3%
Hermes 3 70B	100	59	56	29	22	53.1%
Qwen 2.5 72B	63	59	54	42	36	50.7%
Claude Sonnet 4	100	100	20	19	2	48.1%
Llama 3.1 70B	96	71	48	24	0	47.8%
Llama 3.1 Nemotron 70B	100	68	51	13	0	46.3%
Claude 3.5 Sonnet	79	63	59	7	0	41.7%
Stealth: Aurora Alpha	93	37	16	4	0	30.0%

▼

Romance: separated couple reunites

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100.0%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100.0%
Claude 3.5 Haiku	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	98	99.6%
GPT-4.1 Nano	100	100	100	100	98	99.5%
Z.AI GLM 4.5	100	100	100	100	96	99.2%
GPT-4o Mini (temp=0)	100	100	100	100	96	99.2%
Grok 4 Fast	100	100	100	100	95	98.9%
Z.AI GLM 5	100	100	100	100	94	98.8%
Ministral 3 3B	100	100	100	100	94	98.7%
Z.AI GLM 4.7 Flash	100	100	100	99	93	98.4%
GPT-4o, May 13th (temp=1)	100	100	100	100	92	98.4%
Claude Sonnet 4.5	100	100	100	100	92	98.3%
Claude Opus 4.5	100	100	100	96	95	98.2%
DeepSeek-V2 Chat	100	100	100	100	91	98.2%
Stealth: Aurora Alpha	100	100	100	99	91	98.0%
Gemini 2.5 Flash	100	100	100	100	87	97.4%
GPT-4o, May 13th (temp=0)	100	100	100	100	85	97.0%
Gemini 2.5 Pro	100	100	100	96	87	96.7%
Gemini 3 Pro (Preview)	100	100	100	100	83	96.7%
Ministral 3 8B	100	100	100	100	82	96.5%
Gemma 3 4B	100	100	100	100	81	96.1%
Minimax M2.5	100	100	100	100	79	95.7%
Cohere Command R+ (Aug. 2024)	100	100	100	100	78	95.6%
GPT-4o Mini (temp=1)	100	100	100	100	75	95.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	71	94.3%
Claude Opus 4	100	100	95	94	75	92.7%
Arcee AI: Trinity Large (Preview)	100	100	100	89	73	92.5%
Qwen 3.5 397B A17B	100	100	100	85	77	92.4%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	62	92.4%
ByteDance Seed 1.6	100	100	100	87	74	92.0%
Mistral NeMO	100	100	100	88	71	91.7%
Qwen 2.5 72B	100	100	100	100	54	90.7%
Arcee AI: Trinity Mini	100	100	100	100	54	90.7%
Claude Sonnet 4.6	100	100	100	89	60	89.9%
Hermes 3 70B	100	100	100	78	71	89.9%
Claude Haiku 4.5	100	100	100	98	46	88.7%
DeepSeek V3.2	100	100	94	79	63	87.0%
Gemini 2.5 Flash Lite	100	93	89	83	68	86.5%
Gemma 3 12B	100	100	100	67	63	86.1%
Gemini 3 Flash (Preview)	100	87	84	81	68	84.0%
GPT-4.1 Mini	100	100	100	100	19	83.7%
GPT-4o, Aug. 6th (temp=0)	100	100	100	91	24	82.9%
DeepSeek V3.1	100	100	100	72	41	82.6%
Rocinante 12B	100	100	98	54	24	75.2%
Claude Sonnet 4	100	100	100	74	0	74.7%
Llama 3.1 8B	100	100	98	44	0	68.5%
GPT-5 Nano	100	91	81	30	29	66.1%
Llama 3.1 70B	100	88	78	21	17	60.7%
Llama 3.1 Nemotron 70B	100	61	51	0	0	42.4%

▼

Thriller: chase through city streets

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100.0%
Rocinante 12B	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	98	99.5%
Z.AI GLM 4.7 Flash	100	100	100	100	96	99.2%
Qwen 3.5 397B A17B	100	100	100	100	95	98.9%
Ministral 3B	100	100	100	98	97	98.8%
GPT-4o, Aug. 6th (temp=1)	100	100	100	99	94	98.7%
Gemini 3 Pro (Preview)	100	100	100	100	93	98.7%
GPT-4.1 Mini	100	100	100	100	90	98.0%
Z.AI GLM 4.7	100	100	100	96	94	98.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	86	97.3%
Gemini 2.5 Flash Lite	100	100	100	100	86	97.3%
Grok 4	100	100	100	100	86	97.1%
DeepSeek V3.1	100	100	100	100	86	97.1%
Gemma 3 12B	100	100	100	98	86	96.9%
Ministral 8B	100	100	100	100	83	96.5%
DeepSeek V3 (2025-03-24)	100	100	100	97	84	96.2%
GPT-4o Mini (temp=1)	100	100	100	100	81	96.1%
GPT-4o, May 13th (temp=1)	100	100	100	100	80	96.0%
ByteDance Seed 1.6 Flash	100	100	98	91	90	95.7%
GPT-4.1 Nano	100	100	100	100	78	95.6%
GPT-5	100	100	100	94	83	95.4%
Claude Haiku 4.5	100	100	100	100	75	95.0%
Z.AI GLM 5	100	100	98	96	81	94.9%
Claude Sonnet 4.5	100	100	100	95	77	94.4%
Gemini 2.5 Flash	100	100	100	100	71	94.3%
Claude Sonnet 4.6	100	100	98	92	79	93.6%
Qwen 2.5 72B	100	100	100	100	65	93.0%
DeepSeek V3.2	100	100	100	87	76	92.5%
GPT-4o, May 13th (temp=0)	100	100	100	94	68	92.3%
GPT-4.1	100	100	100	100	58	91.6%
Gemini 2.5 Pro	100	100	100	85	73	91.5%
Mistral NeMO	100	99	97	83	76	91.0%
Hermes 3 405B	100	100	100	83	71	91.0%
Gemma 3 27B	100	100	100	76	74	90.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	45	89.0%
GPT-5 Mini	100	98	91	88	65	88.4%
Gemma 3 4B	100	100	98	71	70	87.6%
Cohere Command R+ (Aug. 2024)	98	97	93	80	69	87.3%
MoonshotAI: Kimi K2.5	100	100	86	81	61	85.7%
WizardLM 2 8x22b	100	100	92	91	44	85.5%
Z.AI GLM 4.6	100	100	100	74	52	85.2%
Hermes 3 70B	100	100	100	75	49	84.8%
DeepSeek V3 (2024-12-26)	100	100	100	65	56	84.2%
Gemini 3 Flash (Preview)	100	94	82	74	66	83.5%
Minimax M2.5	100	86	85	72	69	82.4%
Mistral Small 3.2 24B	100	100	100	94	18	82.3%
Claude Opus 4.5	100	96	83	77	54	81.9%
Claude 3.5 Sonnet	100	100	86	76	33	79.0%
DeepSeek-V2 Chat	100	100	100	53	30	76.5%
Claude 3.5 Haiku	100	86	78	59	54	75.2%
GPT-5 Nano	100	100	100	56	15	74.1%
Claude 3.7 Sonnet	100	88	57	53	32	65.8%
Arcee AI: Trinity Large (Preview)	100	88	71	41	0	60.0%
Z.AI GLM 4.5	98	70	63	39	17	57.5%
Llama 3.1 8B	100	94	54	30	0	55.4%
Llama 3.1 70B	89	71	71	24	21	55.4%
ByteDance Seed 1.6	92	88	35	16	5	47.2%
Llama 3.1 Nemotron 70B	100	70	33	10	0	42.5%
Stealth: Aurora Alpha	50	40	17	16	12	27.1%
Claude Sonnet 4	59	33	15	0	0	21.3%

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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

Detailed Writing Rules

Fantasy: entering an ancient ruin

Horror: alone in an eerie place at night

Literary fiction: old friends reunite

Mystery: examining a crime scene

Romance: separated couple reunites

Thriller: chase through city streets

genre

Fantasy: entering an ancient ruin

Horror: alone in an eerie place at night

Literary fiction: old friends reunite

Mystery: examining a crime scene

Romance: separated couple reunites

Thriller: chase through city streets

Novelcrafter Default Prompt

Fantasy: entering an ancient ruin

Horror: alone in an eerie place at night

Literary fiction: old friends reunite

Mystery: examining a crime scene

Romance: separated couple reunites

Thriller: chase through city streets