Core relationship tree

Relationship tree

Extracts a deterministic XML family and relationship tree from cumulative literary prose.

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

	Score
GPT-5.4 (Reasoning)	99%
Claude Opus 4.8 (Reasoning)	99%
Claude Sonnet 4.6 (Reasoning)	98%
Claude Opus 4.6 (Reasoning)	98%
GPT-5.5 (Reasoning)	98%
GPT-5	98%
Gemini 2.5 Pro	97%
GPT-5.5 (Reasoning, Low)	97%
MoonshotAI: Kimi K2.6	97%
Gemini 3.1 Pro (Preview)	97%
Claude Opus 4.7 (Reasoning)	97%
Z.AI GLM 5.1	96%
Claude Opus 4.7	95%
Claude Opus 4.6	95%
GPT-5.5	94%
MoonshotAI: Kimi K2.5	93%
Qwen3.7 Max	92%
Z.AI GLM 5 Turbo	92%
GPT-5.4 Mini (Reasoning)	92%
Qwen3.6 Max Preview	91%

	Score	Cost	Time
Gemini 3 Flash (Preview, Reasoning)	90%	$0.024	27.7s
Xiaomi MIMO v2.5	88%	$0.0017	47.0s
Gemini 3 Flash (Preview)	83%	$0.0065	5.0s
GPT-5.4 (Reasoning, Low)	91%	$0.033	20.9s
GPT-5 Mini	87%	$0.013	1.4m
Gemma 4 26B	81%	$0.0010	22.3s
DeepSeek V4 Flash (Reasoning)	84%	$0.0022	1.9m
Z.AI GLM 5 Turbo	92%	$0.019	1.7m
Gemini 3.5 Flash (Reasoning, Minimal)	83%	$0.021	5.7s
ByteDance Seed 1.6	85%	$0.010	59.2s
Gemini 2.5 Flash	81%	$0.0050	5.3s
Gemini 3.1 Flash Lite (Preview)	79%	$0.0029	2.6s
GPT-5.2	90%	$0.039	32.6s
GPT-5.4 Mini (Reasoning, Low)	76%	$0.0076	9.4s
GPT-4o, Aug. 6th (temp=0)	81%	$0.020	7.2s
DeepSeek V3.1	73%	$0.0028	37.1s
DeepSeek V4 Pro (Reasoning)	88%	$0.011	1.4m
GPT-5.1	82%	$0.016	11.2s
Grok 4.20 (Beta, Reasoning)	86%	$0.023	30.1s
Gemini 3.1 Flash Lite (Reasoning)	79%	$0.0024	2.4s

	Score	Cost	Speed	Stability
GPT-5.5 (Reasoning, Low)	97%	$0.070	24.6s	96%
GPT-5.5	94%	$0.062	16.3s	91%
GPT-5.4 (Reasoning, Low)	91%	$0.033	20.9s	85%
Gemini 3 Flash (Preview)	83%	$0.0065	5.0s	81%
Z.AI GLM 5 Turbo	92%	$0.019	1.7m	89%
Xiaomi MIMO v2.5	88%	$0.0017	47.0s	78%
GPT-5.2	90%	$0.039	32.6s	85%
Gemini 2.5 Pro	97%	$0.082	51.0s	93%
Grok 4.20 (Beta, Reasoning)	86%	$0.023	30.1s	83%
Gemma 4 26B	81%	$0.0010	22.3s	80%
Gemini 3 Flash (Preview, Reasoning)	90%	$0.024	27.7s	77%
Gemini 2.5 Flash	81%	$0.0050	5.3s	78%
GPT-5.4 (Reasoning)	99%	$0.092	1.4m	96%
Claude Opus 4.7 (Reasoning)	97%	$0.111	17.6s	93%
ByteDance Seed 1.6	85%	$0.010	59.2s	80%
Gemini 3.1 Flash Lite (Preview)	79%	$0.0029	2.6s	76%
GPT-5.4	82%	$0.020	12.5s	79%
Claude Opus 4.6	95%	$0.088	19.0s	86%
GPT-5	98%	$0.077	2.0m	94%
Grok 4.20 (Reasoning)	85%	$0.024	43.9s	80%

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	Total
13	GPT-5.4 (Reasoning)	$0.092	1.4m	96%	100	100	98	98	98	99%
53	Claude Opus 4.8 (Reasoning)	$0.177	43.1s	97%	100	98	98	98	98	99%
105	Claude Sonnet 4.6 (Reasoning)	$0.209	2.7m	98%	98	98	98	98	98	98%
73	Claude Opus 4.6 (Reasoning)	$0.181	1.2m	96%	100	99	98	98	96	98%
38	GPT-5.5 (Reasoning)	$0.132	1.3m	96%	98	98	98	96	96	98%
19	GPT-5	$0.077	2.0m	94%	100	98	97	96	96	98%
8	Gemini 2.5 Pro	$0.082	51.0s	93%	100	98	98	98	92	97%
1	GPT-5.5 (Reasoning, Low)	$0.070	24.6s	96%	98	98	98	96	96	97%
22	MoonshotAI: Kimi K2.6	$0.055	2.7m	93%	100	98	98	96	93	97%
40	Gemini 3.1 Pro (Preview)	$0.130	1.2m	95%	98	98	96	96	96	97%
14	Claude Opus 4.7 (Reasoning)	$0.111	17.6s	93%	98	98	96	96	96	97%
92	Z.AI GLM 5.1	$0.060	5.3m	88%	98	98	98	98	85	96%
25	Claude Opus 4.7	$0.112	17.7s	90%	98	98	98	93	89	95%
18	Claude Opus 4.6	$0.088	19.0s	86%	99	98	96	96	85	95%
2	GPT-5.5	$0.062	16.3s	91%	97	95	95	93	92	94%
46	MoonshotAI: Kimi K2.5	$0.023	3.5m	82%	100	98	94	86	85	93%
32	Qwen3.7 Max	$0.034	2.5m	85%	98	96	96	85	85	92%
5	Z.AI GLM 5 Turbo	$0.019	1.7m	89%	95	93	93	91	89	92%
43	GPT-5.4 Mini (Reasoning)	$0.067	1.6m	83%	99	93	91	89	87	92%
84	Qwen3.6 Max Preview	$0.070	3.5m	83%	98	90	90	90	87	91%
3	GPT-5.4 (Reasoning, Low)	$0.033	20.9s	85%	95	93	90	90	86	91%
11	Gemini 3 Flash (Preview, Reasoning)	$0.024	27.7s	77%	100	98	97	83	73	90%
62	MiniMax M3	$0.016	4.3m	84%	95	93	93	85	84	90%
116	Claude Opus 4.8 (Reasoning, Low)	$0.192	51.0s	76%	98	98	93	86	73	90%
7	GPT-5.2	$0.039	32.6s	85%	93	92	90	87	87	90%
63	Gemini 3.5 Flash (Reasoning)	$0.090	40.4s	75%	98	98	97	86	69	90%
74	Z.AI GLM 5	$0.027	3.2m	75%	98	98	90	80	79	89%
23	o4 Mini High	$0.045	1.0m	84%	91	90	88	87	85	88%
29	DeepSeek V4 Pro (Reasoning)	$0.011	1.4m	74%	100	90	85	83	82	88%
6	Xiaomi MIMO v2.5	$0.0017	47.0s	78%	97	89	87	84	83	88%
69	Qwen 3.5 Plus (2026-02-15)	$0.018	3.7m	81%	93	90	88	84	81	87%
45	Claude Opus 4.5	$0.077	13.4s	77%	96	87	84	84	84	87%
27	Claude Sonnet 4.6	$0.049	16.0s	79%	94	87	85	85	84	87%
26	GPT-5 Mini	$0.013	1.4m	79%	92	90	87	85	78	87%
9	Grok 4.20 (Beta, Reasoning)	$0.023	30.1s	83%	89	87	86	85	84	86%
20	Grok 4.20 (Reasoning)	$0.024	43.9s	80%	90	87	85	82	82	85%
15	ByteDance Seed 1.6	$0.010	59.2s	80%	90	87	86	83	80	85%
70	Qwen 3.6 27B	$0.030	2.6m	77%	91	86	83	83	82	85%
91	ByteDance Seed 2.0 Lite	$0.011	3.4m	69%	97	90	82	79	75	85%
80	Qwen 3.5 397B A17B	$0.031	2.9m	75%	90	88	87	86	71	85%
54	DeepSeek V4 Flash (Reasoning)	$0.0022	1.9m	69%	98	87	82	78	76	84%
58	Qwen 3.5 Flash	$0.0032	3.6m	82%	85	85	85	82	81	84%
57	Qwen 3.5 Plus (2026-04-20)	$0.018	2.5m	79%	88	84	83	83	80	84%
4	Gemini 3 Flash (Preview)	$0.0065	5.0s	81%	86	85	84	82	80	83%
31	Gemini 3.5 Flash (Reasoning, Minimal)	$0.021	5.7s	70%	96	89	84	76	72	83%
98	Gemma 4 31B (Reasoning)	$0.0031	4.2m	70%	90	90	87	85	64	83%
56	Qwen 3.5 122B	$0.031	2.3m	81%	85	84	83	83	81	83%
86	Z.AI GLM 4.7	$0.017	3.2m	74%	90	89	87	78	71	83%
28	Qwen 3.5 35B	$0.014	1.4m	81%	84	84	84	82	80	83%
24	Qwen 3.6 Flash	$0.012	40.4s	77%	86	85	81	81	79	82%
17	GPT-5.4	$0.020	12.5s	79%	84	84	82	81	78	82%
35	GPT-5.1	$0.016	11.2s	69%	92	86	81	80	70	82%
39	o4 Mini	$0.022	29.5s	73%	87	85	85	84	67	82%
47	Xiaomi MIMO v2.5 Pro	$0.0052	1.2m	68%	92	87	80	79	70	81%
33	GPT-4o, Aug. 6th (temp=0)	$0.020	7.2s	72%	89	87	84	77	69	81%
12	Gemini 2.5 Flash	$0.0050	5.3s	78%	84	81	80	80	79	81%
30	Qwen 3.6 35B	$0.012	59.4s	79%	82	82	82	81	77	81%
68	Z.AI GLM 4.6	$0.011	2.4m	75%	85	84	81	80	74	81%
10	Gemma 4 26B	$0.0010	22.3s	80%	81	81	81	80	80	81%
42	GPT-OSS 120B	$0.0014	1.4m	74%	87	83	83	78	71	80%
123	ByteDance Seed 2.0 Mini	$0.0047	7.0m	72%	86	84	82	73	71	79%
72	Gemma 4 26B (Reasoning)	$0.0038	2.5m	74%	84	81	79	77	73	79%
16	Gemini 3.1 Flash Lite (Preview)	$0.0029	2.6s	76%	81	81	79	78	76	79%
55	GPT-4o, May 13th (temp=0)	$0.054	4.2s	75%	82	82	82	76	71	79%
21	Gemini 3.1 Flash Lite (Reasoning)	$0.0024	2.4s	74%	82	80	77	77	77	79%
110	Qwen 3.5 27B	$0.018	2.7m	57%	91	85	85	85	46	78%
49	Claude Sonnet 4.5	$0.045	12.2s	75%	81	80	77	77	77	78%
139	Claude Opus 4	$0.222	4.2m	68%	84	83	82	80	62	78%
51	Gemma 4 31B	$0.0015	1.5m	73%	84	80	79	74	73	78%
36	Inception Mercury 2	$0.0066	9.0s	71%	84	80	76	75	75	78%
37	DeepSeek V4 Pro	$0.0048	12.6s	70%	85	80	77	75	73	78%
52	DeepSeek V4 Flash	$0.0012	1.5m	72%	83	80	78	75	72	78%
61	GPT-4o, May 13th (temp=1)	$0.050	4.0s	73%	82	79	79	76	70	77%
34	Gemini 3.1 Flash Lite	$0.0026	2.4s	71%	82	78	77	76	69	76%
44	GPT-5.4 Nano (Reasoning)	$0.0050	24.4s	68%	85	79	77	71	69	76%
50	GPT-5.4 Mini (Reasoning, Low)	$0.0076	9.4s	65%	83	81	81	79	56	76%
48	DeepSeek V3.2	$0.0023	26.8s	67%	86	76	75	73	69	76%
41	GPT-4.1	$0.015	6.2s	73%	79	78	78	73	71	76%
59	Z.AI GLM 4.5	$0.0062	49.2s	67%	82	81	78	73	64	76%
83	Claude Sonnet 4	$0.044	12.6s	66%	78	77	77	77	60	74%
79	DeepSeek V3.1	$0.0028	37.1s	58%	81	81	80	79	46	73%
66	DeepSeek-V2 Chat	$0.0024	27.3s	64%	79	78	71	69	67	73%
60	Grok 4.3	$0.0071	7.2s	65%	80	76	75	71	60	72%
65	GPT-4o, Aug. 6th (temp=1)	$0.019	7.2s	68%	76	73	73	71	66	72%
75	Mistral Large 2	$0.022	13.6s	68%	75	71	71	70	69	71%
71	Grok 4.20	$0.010	5.3s	64%	75	75	69	67	66	71%
82	Grok 4.20 (Beta)	$0.0100	4.3s	59%	83	71	67	66	65	70%
67	DeepSeek V3 (2024-12-26)	$0.0025	22.7s	66%	74	70	69	69	69	70%
85	MiniMax M2.5	$0.0032	37.0s	61%	77	76	72	70	55	70%
96	Grok 4.3 (Reasoning)	$0.0073	13.7s	54%	83	78	72	70	46	70%
89	Mistral Large	$0.022	40.1s	67%	72	72	71	70	65	70%
78	Mistral Medium 3.1	$0.0049	9.5s	60%	78	73	71	71	54	69%
76	Claude Haiku 4.5	$0.014	5.7s	64%	75	74	72	63	63	69%
64	Mistral Large 3	$0.0055	12.4s	68%	71	71	71	68	65	69%
138	Qwen 3.5 9B	$0.0035	7.9m	59%	76	74	67	67	61	69%
102	GPT-5 Nano	$0.0067	1.9m	63%	74	74	72	64	57	68%
95	Mistral Small 4 (Reasoning)	$0.0035	20.7s	57%	78	75	74	64	46	67%
94	Hermes 3 405B	$0.0085	43.7s	63%	71	71	69	66	60	67%
109	Gemini 2.5 Flash (Reasoning)	$0.018	28.2s	51%	86	64	63	62	60	67%
108	WizardLM 2 8x22b	$0.0055	1.6m	59%	75	73	72	60	52	66%
77	Gemini 2.5 Flash Lite	$0.0012	2.9s	63%	69	68	66	65	63	66%
88	Ministral 3 8B	$0.0014	11.0s	61%	71	68	66	63	61	66%
101	Gemini 2.5 Flash Lite (Reasoning)	$0.0055	41.0s	55%	74	74	67	61	51	65%
119	Z.AI GLM 4.7 Flash	$0.0044	2.7m	52%	78	68	61	61	59	65%
87	Ministral 8B	$0.0009	9.2s	61%	69	67	65	63	62	65%
90	Llama 3.1 70B	$0.0042	22.3s	63%	68	67	67	63	60	65%
99	Qwen 2.5 72B	$0.0031	43.5s	57%	72	70	65	64	54	65%
81	Mistral Small 3.2 24B	$0.0012	10.2s	63%	67	65	65	65	62	65%
93	GPT-5.4 Mini	$0.0054	6.2s	60%	70	67	64	62	61	65%
106	MiniMax M2.7	$0.0044	14.7s	49%	76	75	60	59	52	64%
104	Qwen3 235B A22B Instruct 2507	$0.0009	44.0s	55%	74	67	62	62	56	64%
97	Writer: Palmyra X5	$0.010	13.3s	60%	68	67	64	60	59	64%
117	Z.AI GLM 4.5 Air	$0.0043	1.7m	51%	74	74	70	59	39	63%
100	GPT-4.1 Mini	$0.0032	22.0s	54%	74	66	62	57	57	63%
136	Aion 2.0	$0.016	2.4m	29%	86	83	46	46	46	62%
111	Claude 3 Haiku	$0.0034	8.6s	50%	76	60	60	57	53	61%
107	GPT-5.4 Nano (Reasoning, Low)	$0.0025	10.7s	52%	70	67	61	55	51	61%
130	Nemotron 3 Nano	$0.0033	2.9m	48%	71	70	62	57	39	60%
113	Gemma 3 27B	$0.0007	21.3s	52%	69	66	61	56	46	60%
114	DeepSeek V3 (2025-03-24)	$0.0025	32.0s	51%	69	69	65	46	46	59%
103	Ministral 3 14B	$0.0015	11.2s	56%	62	59	58	57	57	59%
112	GPT-4.1 Nano	$0.0005	5.5s	51%	66	64	59	58	47	59%
126	Qwen 3 32B	$0.0032	2.4m	50%	71	60	60	53	48	59%
118	Mistral Small 4	$0.0017	5.7s	42%	71	71	53	51	45	58%
125	ByteDance Seed 1.6 Flash	$0.0019	38.2s	43%	67	63	53	45	40	54%
115	GPT-5.4 Nano	$0.0015	8.5s	52%	56	55	54	53	49	53%
121	Hermes 3 70B	$0.0026	29.1s	46%	64	58	55	46	41	53%
120	Mistral NeMO	$0.0014	11.8s	47%	53	52	49	48	47	50%
122	Arcee AI: Trinity Mini	$0.0005	7.0s	46%	54	53	50	45	45	49%
129	Cydonia 24B V4.1	$0.0018	24.8s	39%	63	56	48	42	36	49%
132	Cohere Command R+ (Aug. 2024)	$0.028	22.0s	44%	55	50	49	47	38	48%
127	Ministral 3 3B	$0.0003	5.3s	42%	54	54	48	41	39	47%
128	Gemma 3 4B	$0.0004	20.5s	44%	51	50	46	45	43	47%
124	LFM2 24B	$0.0004	7.8s	46%	46	46	46	46	46	46%
131	Rocinante 12B	$0.0020	28.3s	41%	51	46	45	43	36	44%
133	Ministral 3B	$0.0004	6.3s	36%	52	51	41	41	36	44%
135	Llama 3.1 8B	$0.0006	25.6s	30%	64	41	39	38	30	43%
134	Skyfall 36B V2	$0.0036	24.5s	38%	50	46	42	39	35	42%
137	Gemma 3 12B	$0.0003	24.3s	32%	46	37	35	35	33	37%
75.28%

Median	Evaluator	Top 3	Flop 3
78.2%	Alias accuracy	100GPT-5.5 (Reasoning) 100DeepSeek V4 Pro (Reasoning) 100Claude Opus 4.6 (Reasoning)	0LFM2 24B 2Arcee AI: Trinity Mini 2Gemma 3 12B
100.0%	Character precision	100MiniMax M3 100Gemini 3.1 Pro (Preview) 100Ministral 8B	20Gemma 3 12B 56Llama 3.1 8B 61Gemini 2.5 Flash (Reasoning)
100.0%	Character recall	100Grok 4.20 (Beta, Reasoning) 100MoonshotAI: Kimi K2.5 100GPT-5.2	0LFM2 24B 0Gemma 3 12B 40Aion 2.0
100.0%	Isolated character handling	100Qwen3.7 Max 100Mistral Small 3.2 24B 100o4 Mini High	0LFM2 24B 1Gemma 3 12B 3Skyfall 36B V2
100.0%	Red-herring resistance	100Gemma 3 27B 100GPT-5.2 100GPT-5.4	63Ministral 3B 81GPT-5 Nano 81Rocinante 12B
21.0%	Relationship category recall	100GPT-5.5 (Reasoning) 100Claude Opus 4.6 (Reasoning) 100Claude Opus 4.8 (Reasoning)	0LFM2 24B 0Gemma 3 12B 0Gemma 3 4B
100.0%	Relationship endpoint integrity	100Mistral Small 4 (Reasoning) 100GPT-4o, May 13th (temp=1) 100o4 Mini	16Mistral Small 4 20Gemma 3 12B 40Cohere Command R+ (Aug. 2024)
81.1%	Relationship precision	100Xiaomi MIMO v2.5 100GPT-5.2 100Qwen 3.5 35B	4Gemma 3 4B 5Mistral NeMO 10Ministral 3B
17.2%	Relationship recall	100Gemini 3.1 Pro (Preview) 100GPT-5.5 (Reasoning, Low) 100Claude Opus 4.7 (Reasoning)	0Gemma 3 12B 0LFM2 24B 0Gemma 3 4B
78.6%	Relationship type accuracy	100o4 Mini 100GPT-5.4 (Reasoning) 100LFM2 24B	36Rocinante 12B 36Ministral 3B 36Hermes 3 70B
100.0%	XML structure	100GPT-4o, Aug. 6th (temp=0) 100DeepSeek V4 Pro 100Grok 4.20	10LFM2 24B 46Aion 2.0 55Rocinante 12B

Relationship tree

Core relationship tree

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)

	Score	Consistency	Stability
Claude Sonnet 4.6 (Reasoning)	98%	100%	98%
Claude Opus 4.8 (Reasoning)	99%	99%	97%
GPT-5.5 (Reasoning)	98%	98%	96%
GPT-5.5 (Reasoning, Low)	97%	98%	96%
Claude Opus 4.6 (Reasoning)	98%	97%	96%
GPT-5.4 (Reasoning)	99%	98%	96%
Gemini 3.1 Pro (Preview)	97%	98%	95%
GPT-5	98%	97%	94%
MoonshotAI: Kimi K2.6	97%	95%	93%
Claude Opus 4.7 (Reasoning)	97%	97%	93%
Gemini 2.5 Pro	97%	95%	93%
GPT-5.5	94%	96%	91%
Claude Opus 4.7	95%	92%	90%
Z.AI GLM 5 Turbo	92%	96%	89%
Z.AI GLM 5.1	96%	89%	88%
Claude Opus 4.6	95%	90%	86%
GPT-5.2	90%	95%	85%
Qwen3.7 Max	92%	88%	85%
GPT-5.4 (Reasoning, Low)	91%	94%	85%
MiniMax M3	90%	91%	84%