Parse dialogue

Test: Language Writing

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	Stealth: Aurora Alpha	100.0%	—	2.0s	100%
2	GPT-4o Mini (temp=0)	100.0%	$0.0003	4.8s	100%
3	GPT-4o Mini (temp=1)	100.0%	$0.0003	5.6s	100%
4	Gemini 3 Flash (Preview)	100.0%	$0.0020	5.6s	100%
5	GPT-4.1 Mini	99.3%	$0.0004	3.4s	93%
6	DeepSeek-V2 Chat	100.0%	$0.0001	16.1s	100%
7	GPT-4o, Aug. 6th (temp=0)	100.0%	$0.0052	6.1s	100%
8	GPT-4o, Aug. 6th (temp=1)	100.0%	$0.0056	6.5s	100%
9	Z.AI GLM 4.5	99.7%	$0.0013	14.5s	97%
10	Hermes 3 405B	99.6%	$0.0000	21.0s	96%
11	DeepSeek V3.1	99.6%	$0.0007	22.8s	96%
12	GPT-4o, May 13th (temp=0)	99.7%	$0.0087	8.0s	97%
13	o4 Mini	100.0%	$0.0071	16.7s	100%
14	Gemini 2.5 Flash	97.5%	$0.0026	6.0s	83%
15	Claude 3.5 Haiku	95.2%	$0.0015	5.7s	83%
16	Claude Sonnet 4.6	100.0%	$0.010	13.7s	100%
17	GPT-4.1	97.8%	$0.0041	6.8s	79%
18	GPT-4.1 Nano	92.9%	$0.0001	4.0s	69%
19	Minimax M2.5	95.8%	$0.0013	21.5s	78%
20	Gemma 3 12B	95.1%	$0.0002	33.9s	80%
21	Claude 3.5 Sonnet	97.0%	$0.0095	15.7s	80%
22	Claude Opus 4.5	99.3%	$0.019	15.7s	96%
23	Claude Haiku 4.5	88.9%	$0.0037	7.8s	70%
24	Claude Sonnet 4	95.6%	$0.0092	11.1s	76%
25	Gemma 3 27B	91.4%	$0.0003	27.9s	76%
26	Grok 4 Fast	89.5%	$0.0005	7.6s	60%
27	Claude 3.7 Sonnet	97.6%	$0.012	14.8s	80%
28	Grok 4.1 Fast	90.6%	$0.0007	15.1s	62%
29	GPT-5 Mini	98.0%	$0.0066	37.2s	82%
30	o4 Mini High	99.5%	$0.015	36.6s	97%
31	Gemini 2.5 Flash Lite	87.0%	$0.0005	5.1s	54%
32	GPT-5 Nano	99.4%	$0.0028	1.2m	96%
33	Mistral Large	87.3%	$0.0032	9.6s	57%
34	Mistral Large 3	86.1%	$0.0014	17.3s	61%
35	Hermes 3 70B	88.7%	$0.0003	16.6s	54%
36	Qwen 3.5 Plus (2026-02-15)	90.2%	$0.0019	27.2s	65%
37	Llama 3.1 70B	85.4%	$0.0007	20.5s	62%
38	GPT-5.2	97.4%	$0.016	26.0s	82%
39	Claude 3 Haiku	81.0%	$0.0007	3.8s	49%
40	ByteDance Seed 1.6 Flash	84.9%	$0.0006	14.6s	51%
41	Claude Sonnet 4.5	89.8%	$0.011	13.2s	62%
42	Grok 4	96.2%	$0.016	31.8s	74%
43	GPT-4o, May 13th (temp=1)	90.9%	$0.0092	8.2s	46%
44	Arcee AI: Trinity Large (Preview)	79.1%	$0.0000	11.2s	42%
45	Cohere Command R+ (Aug. 2024)	83.4%	$0.0062	13.4s	50%
46	ByteDance Seed 1.6	91.3%	$0.0040	50.4s	65%
47	Arcee AI: Trinity Mini	81.2%	$0.0002	15.9s	32%
48	Ministral 3 3B	76.6%	$0.0001	2.6s	21%
49	Llama 3.1 8B	73.1%	$0.0001	4.6s	26%
50	DeepSeek V3 (2024-12-26)	83.8%	$0.0007	19.4s	27%
51	Gemma 3 4B	74.8%	$0.0001	13.4s	30%
52	Gemini 2.5 Pro	95.1%	$0.024	22.5s	61%
53	MoonshotAI: Kimi K2.5	94.2%	$0.0082	1.2m	68%
54	Z.AI GLM 4.6	93.2%	$0.0044	1.2m	60%
55	DeepSeek V3 (2025-03-24)	76.4%	$0.0005	14.6s	21%
56	Ministral 3 8B	74.0%	$0.0002	6.1s	16%
57	Ministral 3B	59.7%	$0.0000	2.9s	30%
58	GPT-5.1	97.3%	$0.027	52.6s	81%
59	Mistral Small 3.2 24B	72.3%	$0.0003	11.0s	20%
60	Z.AI GLM 5	89.6%	$0.0059	1.3m	65%
61	DeepSeek V3.2	90.0%	$0.0004	1.1m	45%
62	Z.AI GLM 4.7 Flash	80.2%	$0.0012	52.0s	45%
63	Qwen 2.5 72B	69.6%	$0.0004	19.8s	21%
64	Mistral NeMO	66.6%	$0.0001	4.3s	10%
65	Mistral Large 2	74.7%	$0.0042	18.6s	20%
66	Gemini 3.1 Pro (Preview)	94.8%	$0.037	40.3s	71%
67	Claude Opus 4.6	92.5%	$0.036	34.3s	68%
68	Ministral 8B	54.2%	$0.0001	6.6s	13%
69	Mistral Medium 3.1	61.7%	$0.0020	16.7s	16%
70	WizardLM 2 8x22b	61.1%	$0.0008	15.6s	12%
71	Z.AI GLM 4.7	92.6%	$0.0054	1.9m	66%
72	Mistral Small Creative	52.0%	$0.0004	6.3s	12%
73	Gemini 3 Pro (Preview)	84.5%	$0.028	21.6s	41%
74	Rocinante 12B	56.0%	$0.0003	22.8s	19%
75	Claude Opus 4	91.1%	$0.048	24.7s	65%
76	GPT-5	98.0%	$0.044	1.3m	81%
77	Qwen 3.5 397B A17B	90.0%	$0.015	2.0m	60%
78	Writer: Palmyra X5	47.2%	$0.0051	13.6s	0%
79	Llama 3.1 Nemotron 70B	32.1%	$0.0003	22.3s	0%
80	Ministral 3 14B	18.0%	$0.0003	9.0s	0%
86.07%

Individual Scenarios

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Character dialogue (French) in a story

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%
Claude Opus 4.5	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%
Z.AI GLM 4.7	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100.0%
Minimax M2.5	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%
ByteDance Seed 1.6	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%
Stealth: Aurora Alpha	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%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	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%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100.0%
DeepSeek V3.1	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%
GPT-4o Mini (temp=0)	100	100	100	100	100	100.0%
Hermes 3 70B	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	99	99.8%
Gemini 2.5 Pro	100	100	100	100	95	99.1%
GPT-5 Mini	100	100	100	100	94	98.9%
Gemini 3 Pro (Preview)	100	100	100	100	94	98.9%
DeepSeek V3 (2024-12-26)	100	100	100	100	94	98.8%
Gemini 2.5 Flash	100	100	100	100	94	98.8%
GPT-5 Nano	100	100	100	100	93	98.6%
DeepSeek V3.2	100	100	100	100	92	98.5%
Gemma 3 12B	100	100	100	100	92	98.3%
DeepSeek V3 (2025-03-24)	100	100	100	100	89	97.8%
Mistral Large	100	100	100	100	86	97.1%
Z.AI GLM 4.7 Flash	100	100	100	94	90	96.8%
GPT-4.1 Mini	100	100	100	100	82	96.4%
ByteDance Seed 1.6 Flash	100	100	100	91	90	96.2%
Gemma 3 27B	100	100	100	91	89	96.0%
Qwen 3.5 Plus (2026-02-15)	100	94	94	93	93	94.8%
Llama 3.1 70B	100	100	92	91	85	93.6%
Gemini 2.5 Flash Lite	100	100	93	91	83	93.5%
GPT-4.1 Nano	100	100	100	90	73	92.5%
Gemma 3 4B	100	100	100	100	60	92.0%
Z.AI GLM 5	100	94	90	88	86	91.7%
Claude Haiku 4.5	100	100	100	77	77	90.8%
Cohere Command R+ (Aug. 2024)	100	100	93	92	63	89.5%
Claude 3.5 Haiku	100	100	88	86	71	88.9%
Mistral Large 3	100	92	82	79	76	85.9%
Arcee AI: Trinity Large (Preview)	100	100	91	78	55	84.6%
Mistral Large 2	100	100	100	100	0	80.0%
Ministral 3 3B	100	100	100	100	0	80.0%
Ministral 3 8B	100	100	100	93	0	78.7%
Llama 3.1 8B	100	100	100	90	0	78.0%
Writer: Palmyra X5	100	100	100	86	0	77.1%
Rocinante 12B	100	94	67	63	50	74.6%
Mistral Medium 3.1	100	91	67	50	50	71.5%
Ministral 8B	100	100	73	67	0	67.9%
Ministral 3B	100	100	71	50	0	64.3%
Mistral NeMO	100	100	100	0	0	60.0%
Qwen 2.5 72B	100	100	96	0	0	59.1%
Claude 3 Haiku	100	50	50	50	43	58.6%
WizardLM 2 8x22b	100	100	71	0	0	54.3%
Mistral Small Creative	100	50	50	50	0	50.0%
Mistral Small 3.2 24B	100	94	0	0	0	38.8%
Ministral 3 14B	100	0	0	0	0	20.0%
Llama 3.1 Nemotron 70B	0	0	0	0	0	0.0%

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Character dialogue (German) in a story

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%
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%
Z.AI GLM 4.7	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%
Grok 4.1 Fast	100	100	100	100	100	100.0%
ByteDance Seed 1.6	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%
Stealth: Aurora Alpha	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100.0%
GPT-5 Nano	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%
Claude 3.7 Sonnet	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%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	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%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	94	98.9%
o4 Mini High	100	100	100	100	94	98.8%
Gemini 2.5 Pro	100	100	100	100	94	98.8%
Mistral Large 3	100	100	100	100	94	98.8%
Claude Sonnet 4	100	100	100	100	93	98.6%
DeepSeek V3.2	100	100	100	100	92	98.3%
Hermes 3 405B	100	100	100	100	91	98.2%
GPT-5.2	100	99	98	97	96	98.1%
GPT-5.1	100	100	100	100	90	97.9%
Claude 3.5 Sonnet	100	100	100	95	94	97.8%
DeepSeek V3 (2025-03-24)	100	100	100	100	89	97.8%
Gemini 2.5 Flash Lite	100	100	100	100	89	97.8%
Grok 4 Fast	100	100	100	100	86	97.1%
GPT-4o, May 13th (temp=1)	100	100	100	93	91	96.8%
Claude Sonnet 4.5	100	100	95	94	93	96.5%
Gemma 3 4B	100	100	100	92	86	95.6%
Z.AI GLM 5	100	100	95	95	88	95.6%
Gemma 3 27B	100	100	100	92	83	95.1%
Gemma 3 12B	100	100	91	91	90	94.4%
Llama 3.1 70B	100	100	100	83	80	92.7%
Claude 3.5 Haiku	100	100	100	88	75	92.5%
Claude Haiku 4.5	100	100	94	88	79	92.2%
GPT-4.1 Nano	100	100	100	100	60	92.0%
Minimax M2.5	100	100	100	93	67	91.9%
ByteDance Seed 1.6 Flash	100	100	100	80	78	91.6%
Z.AI GLM 4.7 Flash	100	100	100	88	62	89.8%
Gemini 3 Pro (Preview)	100	100	100	100	0	80.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	0	80.0%
Mistral Small 3.2 24B	100	100	100	100	0	80.0%
Z.AI GLM 4.6	100	100	95	94	0	77.8%
Llama 3.1 8B	100	100	91	90	0	76.2%
Rocinante 12B	100	100	100	67	0	73.3%
Hermes 3 70B	100	100	100	60	0	72.0%
Cohere Command R+ (Aug. 2024)	86	75	70	62	57	69.9%
Claude 3 Haiku	100	100	50	50	43	68.6%
Mistral Medium 3.1	100	100	50	50	0	60.0%
Mistral Large 2	100	100	100	0	0	60.0%
Ministral 3 3B	100	100	90	0	0	58.0%
Llama 3.1 Nemotron 70B	100	100	86	0	0	57.1%
Ministral 8B	100	83	82	0	0	53.0%
Ministral 3 8B	100	100	63	0	0	52.6%
WizardLM 2 8x22b	100	88	63	0	0	50.0%
Ministral 3B	67	64	58	58	0	49.3%
Mistral NeMO	100	100	33	0	0	46.7%
Writer: Palmyra X5	100	100	0	0	0	40.0%
Qwen 2.5 72B	100	100	0	0	0	40.0%
Mistral Small Creative	75	50	50	0	0	35.0%
Ministral 3 14B	0	0	0	0	0	0.0%

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Character dialogue (Hindi) in a story

Model	# 1	# 2	# 3	# 4	# 5	Avg ▼
o4 Mini High	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100.0%
Stealth: Aurora Alpha	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	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%
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%
DeepSeek V3.1	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%
GPT-4o Mini (temp=0)	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	95	99.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	92	98.5%
Z.AI GLM 4.6	100	100	100	95	67	92.3%
GPT-5.2	100	100	100	100	56	91.2%
GPT-5 Mini	100	100	100	100	55	91.0%
GPT-5	100	100	100	100	53	90.5%
GPT-5.1	100	100	100	100	51	90.3%
Claude 3.5 Sonnet	100	100	100	100	50	90.0%
Claude 3.7 Sonnet	100	100	100	100	50	90.0%
Gemini 2.5 Flash	100	100	100	92	58	90.0%
GPT-4.1 Nano	100	100	100	100	50	90.0%
Minimax M2.5	100	100	100	93	53	89.2%
GPT-4.1	100	100	100	100	45	89.1%
Gemma 3 27B	100	100	87	75	70	86.3%
Hermes 3 70B	100	100	100	71	60	86.3%
Gemma 3 12B	100	100	89	81	55	84.9%
Claude Haiku 4.5	100	100	100	60	53	82.5%
Claude Sonnet 4	100	100	100	57	53	82.1%
Grok 4	100	100	100	56	50	81.1%
Gemini 2.5 Pro	100	100	100	100	0	80.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	0	80.0%
Mistral NeMO	100	100	100	100	0	80.0%
Gemini 2.5 Flash Lite	93	89	87	64	60	78.5%
Mistral Small Creative	100	100	92	50	50	78.5%
Gemini 3.1 Pro (Preview)	100	100	67	53	50	74.0%
Z.AI GLM 4.7 Flash	100	100	57	50	50	71.4%
DeepSeek V3 (2025-03-24)	100	100	100	56	0	71.1%
MoonshotAI: Kimi K2.5	100	100	54	54	47	71.0%
Mistral Medium 3.1	100	100	86	67	0	70.5%
Qwen 3.5 Plus (2026-02-15)	100	100	54	50	46	70.0%
Cohere Command R+ (Aug. 2024)	100	100	88	55	0	68.4%
Ministral 3 3B	100	100	67	67	0	66.7%
Llama 3.1 70B	100	60	57	56	54	65.3%
Claude Opus 4.6	100	59	55	55	54	64.5%
Mistral Large 2	100	100	62	56	0	63.6%
Z.AI GLM 4.7	100	55	54	54	53	63.0%
Mistral Large 3	100	60	50	50	50	62.0%
Arcee AI: Trinity Mini	100	100	55	50	0	60.9%
Z.AI GLM 5	100	57	50	50	47	60.8%
Llama 3.1 8B	71	70	56	54	50	60.2%
DeepSeek V3 (2024-12-26)	100	100	100	0	0	60.0%
Claude Opus 4	93	58	50	50	47	59.6%
Qwen 2.5 72B	100	53	50	48	46	59.3%
ByteDance Seed 1.6 Flash	100	71	60	54	0	57.1%
WizardLM 2 8x22b	100	64	63	57	0	56.8%
ByteDance Seed 1.6	63	60	55	55	50	56.3%
Arcee AI: Trinity Large (Preview)	100	100	80	0	0	56.0%
DeepSeek V3.2	100	100	67	0	0	53.3%
Grok 4.1 Fast	56	56	55	50	50	53.1%
Ministral 3B	60	53	50	50	50	52.7%
Claude Sonnet 4.5	62	53	50	50	47	52.4%
Grok 4 Fast	57	56	50	45	44	50.5%
Qwen 3.5 397B A17B	53	50	50	50	47	50.1%
Mistral Large	50	50	50	50	50	50.0%
Gemma 3 4B	67	60	58	45	0	46.1%
Gemini 3 Pro (Preview)	60	56	54	54	0	44.8%
Mistral Small 3.2 24B	59	55	50	50	0	42.7%
Ministral 3 8B	100	100	0	0	0	40.0%
Ministral 8B	64	56	50	0	0	34.0%
Llama 3.1 Nemotron 70B	67	50	0	0	0	23.3%
Rocinante 12B	67	50	0	0	0	23.3%
Ministral 3 14B	100	0	0	0	0	20.0%
Writer: Palmyra X5	0	0	0	0	0	0.0%

▼

Character dialogue (Italian) in a story

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%
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 5	100	100	100	100	100	100.0%
Z.AI GLM 4.7	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 4.6	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%
ByteDance Seed 1.6	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%
Stealth: Aurora Alpha	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100.0%
GPT-5 Nano	100	100	100	100	100	100.0%
Grok 4 Fast	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%
DeepSeek V3.2	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100.0%
DeepSeek V3.1	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%
GPT-4o Mini (temp=1)	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	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%
GPT-5	100	100	100	100	98	99.5%
GPT-5.2	100	100	99	99	98	99.1%
GPT-5.1	100	100	100	99	97	99.1%
Gemini 2.5 Pro	100	100	100	100	95	99.0%
Gemini 3 Pro (Preview)	100	100	100	100	95	98.9%
Claude 3.7 Sonnet	100	100	100	100	94	98.8%
Claude Sonnet 4	100	100	100	100	94	98.8%
Claude Opus 4.5	100	100	100	100	93	98.6%
Claude 3.5 Sonnet	100	100	100	100	93	98.6%
Z.AI GLM 4.5	100	100	100	100	92	98.3%
Gemma 3 12B	100	100	100	100	89	97.8%
Claude Opus 4	100	100	100	94	93	97.5%
Claude 3.5 Haiku	100	100	100	100	86	97.1%
ByteDance Seed 1.6 Flash	100	100	100	93	92	96.9%
Claude Haiku 4.5	100	100	100	100	83	96.7%
Mistral Large 3	100	100	100	93	84	95.4%
Gemini 2.5 Flash Lite	100	100	92	90	86	93.5%
Hermes 3 70B	100	100	100	100	58	91.7%
Cohere Command R+ (Aug. 2024)	100	100	100	88	70	91.5%
Qwen 2.5 72B	100	100	100	100	53	90.6%
GPT-4.1 Nano	100	100	100	100	50	90.0%
Mistral Large	100	100	100	100	46	89.2%
Llama 3.1 70B	100	100	93	83	67	88.6%
Gemma 3 27B	90	86	83	83	75	83.5%
DeepSeek V3 (2024-12-26)	100	100	100	100	0	80.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	0	80.0%
Mistral NeMO	100	100	100	100	0	80.0%
Arcee AI: Trinity Large (Preview)	100	100	73	71	50	78.8%
Ministral 3 3B	100	100	100	93	0	78.6%
Claude 3 Haiku	100	100	100	50	40	78.0%
Z.AI GLM 4.7 Flash	100	100	95	50	43	77.6%
Mistral Small Creative	100	100	92	90	0	76.5%
Llama 3.1 8B	100	97	88	83	0	73.5%
Ministral 3B	100	86	69	57	56	73.4%
Gemma 3 4B	100	100	85	73	0	71.5%
WizardLM 2 8x22b	100	100	100	56	0	71.1%
Llama 3.1 Nemotron 70B	100	100	100	50	0	70.0%
Ministral 8B	100	91	85	64	0	68.0%
Writer: Palmyra X5	100	100	100	0	0	60.0%
Arcee AI: Trinity Mini	100	100	100	0	0	60.0%
DeepSeek V3 (2025-03-24)	100	100	89	0	0	57.8%
Mistral Medium 3.1	91	50	50	0	0	38.2%
Rocinante 12B	71	68	50	0	0	38.0%
Ministral 3 14B	100	50	0	0	0	30.0%

▼

Character dialogue (Spanish) in a story

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%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100.0%
Claude Opus 4.5	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%
Z.AI GLM 5	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%
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%
ByteDance Seed 1.6	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%
Stealth: Aurora Alpha	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%
GPT-4o, May 13th (temp=0)	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%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100.0%
GPT-4.1 Mini	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%
GPT-4o Mini (temp=0)	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 3.2 24B	100	100	100	100	100	100.0%
Claude 3 Haiku	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%
GPT-5.1	100	100	100	98	97	99.1%
Claude 3.7 Sonnet	100	100	100	100	95	98.9%
Gemini 2.5 Pro	100	100	100	100	94	98.9%
o4 Mini High	100	100	100	100	94	98.8%
Claude 3.5 Sonnet	100	100	100	100	94	98.8%
Qwen 2.5 72B	100	100	100	100	94	98.8%
Ministral 3 8B	100	100	100	100	94	98.8%
GPT-5.2	100	99	99	99	97	98.7%
Gemini 2.5 Flash	100	100	100	100	93	98.6%
Claude Opus 4	100	100	100	100	92	98.5%
Claude Sonnet 4	100	100	100	100	92	98.5%
Claude Opus 4.6	100	100	100	96	95	98.2%
GPT-5 Nano	100	100	100	100	91	98.2%
DeepSeek V3.1	100	100	100	100	89	97.9%
Minimax M2.5	100	100	100	96	93	97.9%
Cohere Command R+ (Aug. 2024)	100	100	100	100	89	97.8%
GPT-4o, May 13th (temp=1)	100	100	100	95	93	97.7%
Claude 3.5 Haiku	100	100	100	100	88	97.5%
Gemma 3 27B	100	100	94	94	93	96.2%
Z.AI GLM 4.6	100	96	96	95	93	95.9%
Hermes 3 70B	100	100	100	88	80	93.5%
Mistral Large 3	100	100	90	86	67	88.5%
Llama 3.1 70B	100	100	86	75	73	86.7%
Qwen 3.5 Plus (2026-02-15)	100	100	100	75	56	86.3%
Arcee AI: Trinity Mini	100	100	100	75	50	85.0%
ByteDance Seed 1.6 Flash	94	93	89	89	50	83.0%
Claude Haiku 4.5	100	100	82	65	63	82.0%
Llama 3.1 8B	100	100	100	89	0	77.8%
Arcee AI: Trinity Large (Preview)	100	100	62	60	59	76.1%
WizardLM 2 8x22b	100	100	100	67	0	73.3%
Gemini 2.5 Flash Lite	100	91	87	80	0	71.5%
Rocinante 12B	92	83	64	64	50	70.6%
Mistral Large 2	100	100	100	50	0	70.0%
Gemma 3 4B	100	100	83	62	0	69.0%
Mistral Medium 3.1	100	91	50	50	50	68.2%
Mistral NeMO	100	100	92	40	0	66.3%
Z.AI GLM 4.7 Flash	100	100	64	63	0	65.2%
Ministral 3B	86	57	55	50	46	58.7%
Writer: Palmyra X5	100	100	93	0	0	58.7%
DeepSeek V3 (2025-03-24)	100	100	88	0	0	57.5%
Ministral 8B	100	82	59	0	0	48.2%
Mistral Small Creative	50	50	0	0	0	20.0%
Ministral 3 14B	100	0	0	0	0	20.0%
Llama 3.1 Nemotron 70B	50	0	0	0	0	10.0%

Parse dialogue

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

Character dialogue (French) in a story

Character dialogue (German) in a story

Character dialogue (Hindi) in a story

Character dialogue (Italian) in a story

Character dialogue (Spanish) in a story