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.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Gemini 3.7 Flash (Reasoning, Medium) | 94% | $0.036 | 23.4s | |
| Gemini 3.8 Flash (Reasoning, Medium) | 96% | $0.067 | 42.1s | |
| Muse Spark 1.2 (Reasoning, Medium) | 90% | $0.046 | 29.8s | |
| Gemini 3.6 Flash (Reasoning) | 94% | $0.096 | 41.4s | |
| GPT-5.6 Terra (Reasoning) | 91% | $0.060 | 24.2s | |
| GPT-5.5 (Reasoning, Low) | 87% | $0.097 | 42.6s | |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 93% | $0.0073 | 5.6m | |
| GPT-5.6 Luna (Reasoning) | 84% | $0.027 | 18.6s | |
| Grok 4.5 (Reasoning, Low) | 89% | $0.040 | 49.7s | |
| GPT-5.6 Sol | 91% | $0.096 | 18.1s | |
| Muse Spark 1.3 (Reasoning, Medium) | 90% | $0.055 | 1.9m | |
| Muse Spark 1.1 (Reasoning, Medium) | 90% | $0.042 | 35.1s | |
| Gemini 3 Flash (Preview) | 81% | $0.0087 | 7.1s | |
| Gemini 2.5 Pro | 89% | $0.099 | 58.2s | |
| GPT-5.6 Terra | 84% | $0.034 | 9.4s | |
| Gemini 2.5 Flash | 80% | $0.0075 | 6.1s | |
| Grok 4.5 (Reasoning, High) | 93% | $0.080 | 2.0m | |
| GPT-5.4 (Reasoning, Low) | 88% | $0.053 | 35.5s | |
| GPT-5.5 | 88% | $0.105 | 37.1s | |
| Xiaomi MIMO v2.5 | 84% | $0.0027 | 1.1m | |
Cost vs Performance
Compares total cost for this test against the test score. Quadrant lines are drawn at the median values. Only models with available cost data are shown.
1 low-scoring outlier hidden: Gemma 3 12B (37.1%).
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Gemini 3.8 Flash (Reasoning, Medium) | 96% | 95% | 93% | |
| GPT-5.4 (Reasoning) | 96% | 93% | 90% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 94% | 95% | 90% | |
| GPT-5.6 Sol (Reasoning) | 96% | 94% | 90% | |
| Grok 4.6 (Reasoning, High) | 94% | 94% | 89% | |
| Gemini 3.6 Flash (Reasoning) | 94% | 93% | 88% | |
| Claude Opus 4.6 (Reasoning) | 95% | 93% | 88% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 94% | 90% | 88% | |
| GPT-5.5 (Reasoning) | 94% | 93% | 87% | |
| Claude Opus 4.8 (Reasoning) | 94% | 90% | 86% | |
| Qwen 3.8 Flash (Reasoning) | 94% | 90% | 86% | |
| Grok 4.5 (Reasoning, High) | 93% | 91% | 85% | |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 93% | 89% | 85% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 93% | 91% | 84% | |
| Claude Sonnet 4.6 (Reasoning) | 92% | 88% | 83% | |
| Kimi K2.6 | 92% | 89% | 82% | |
| Z.AI GLM 5.2 (Reasoning, High) | 85% | 94% | 80% | |
| GPT-5.4 (Reasoning, Low) | 88% | 93% | 80% | |
| Claude Opus 4.6 | 91% | 90% | 80% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 91% | 87% | 80% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 3.7 Flash (Reasoning, Medium) | 94% | $0.036 | 23.4s | 90% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 96% | $0.067 | 42.1s | 93% | |
| Gemini 3.6 Flash (Reasoning) | 94% | $0.096 | 41.4s | 88% | |
| GPT-5.6 Terra (Reasoning) | 91% | $0.060 | 24.2s | 79% | |
| Muse Spark 1.2 (Reasoning, Medium) | 90% | $0.046 | 29.8s | 77% | |
| Muse Spark 1.1 (Reasoning, Medium) | 90% | $0.042 | 35.1s | 77% | |
| GPT-5.4 (Reasoning, Low) | 88% | $0.053 | 35.5s | 80% | |
| Gemini 3 Flash (Preview) | 81% | $0.0087 | 7.1s | 76% | |
| GPT-5.6 Sol | 91% | $0.096 | 18.1s | 79% | |
| Grok 4.5 (Reasoning, High) | 93% | $0.080 | 2.0m | 85% | |
| GPT-5.6 Sol (Reasoning) | 96% | $0.186 | 59.0s | 90% | |
| GPT-5.6 Terra | 84% | $0.034 | 9.4s | 76% | |
| Grok 4.5 (Reasoning, Low) | 89% | $0.040 | 49.7s | 75% | |
| Gemini 3.1 Flash Lite (Preview) | 78% | $0.0046 | 3.2s | 76% | |
| Gemini 2.5 Flash | 80% | $0.0075 | 6.1s | 75% | |
| Kimi K3 (Reasoning, Low) | 89% | $0.059 | 1.2m | 79% | |
| GPT-5.2 | 87% | $0.062 | 50.7s | 79% | |
| Gemma 4 26B | 79% | $0.0018 | 27.2s | 76% | |
| GPT-5.4 | 81% | $0.033 | 17.4s | 77% | |
| Gemini 3.1 Flash Lite (Reasoning) | 78% | $0.0033 | 3.2s | 74% | |
| Model | Total ▼ | Core relationship tree | Family relationship tree |
|---|---|---|---|
| Gemini 3.8 Flash (Reasoning, Medium) | 96% | 98% | 94% |
| GPT-5.6 Sol (Reasoning) | 96% | 99% | 93% |
| GPT-5.4 (Reasoning) | 96% | 99% | 93% |
| Claude Opus 4.6 (Reasoning) | 95% | 98% | 92% |
| Gemini 3.7 Flash (Reasoning, Medium) | 94% | 97% | 92% |
| Qwen 3.8 Flash (Reasoning) | 94% | 98% | 91% |
| Z.AI GLM 5.3 (Reasoning, Max) | 94% | 98% | 90% |
| Grok 4.6 (Reasoning, High) | 94% | 97% | 91% |
| Gemini 3.6 Flash (Reasoning) | 94% | 97% | 91% |
| GPT-5.5 (Reasoning) | 94% | 98% | 90% |
| Claude Opus 4.8 (Reasoning) | 94% | 99% | 89% |
| Qwen 3.8 Max (Reasoning, XHigh) | 93% | 96% | 90% |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 93% | 97% | 89% |
| Grok 4.5 (Reasoning, High) | 93% | 97% | 89% |
| Claude Sonnet 4.6 (Reasoning) | 92% | 98% | 87% |
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Core relationship tree
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Muse Spark 1.1 (Reasoning, Minimal) | 90% | $0.022 | 15.7s | |
| Gemini 3 Flash (Preview, Reasoning) | 90% | $0.024 | 27.7s | |
| Gemini 3.7 Flash (Reasoning, Medium) | 97% | $0.024 | 16.0s | |
| Muse Spark 1.2 (Reasoning, Medium) | 98% | $0.034 | 27.3s | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 84% | $0.023 | 4.9s | |
| Muse Spark 1.1 (Reasoning, Medium) | 94% | $0.030 | 26.9s | |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 97% | $0.0065 | 3.1m | |
| GPT-5.6 Terra (Reasoning) | 95% | $0.038 | 16.3s | |
| Grok 4.5 (Reasoning, Low) | 96% | $0.033 | 50.7s | |
| Xiaomi MIMO v2.5 | 88% | $0.0017 | 47.0s | |
| Gemini 3.8 Flash (Reasoning, Medium) | 98% | $0.046 | 30.7s | |
| Qwen 3.8 Flash (Reasoning) | 98% | $0.0096 | 3.4m | |
| GPT-5.6 Sol | 95% | $0.048 | 12.1s | |
| Gemini 3 Flash (Preview) | 83% | $0.0065 | 5.0s | |
| GPT-5.6 Luna (Reasoning) | 86% | $0.020 | 15.5s | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 96% | $0.0033 | 4.1m | |
| GPT-5.4 (Reasoning, Low) | 91% | $0.033 | 20.9s | |
| Kimi K3 (Reasoning, Low) | 91% | $0.038 | 43.9s | |
| GPT-5 Mini | 87% | $0.013 | 1.4m | |
| Muse Glimmer 30B (Reasoning, Medium) | 83% | $0.0037 | 51.9s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| GPT-5.6 Sol (Reasoning) | 99% | 98% | 98% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 98% | 100% | 98% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 98% | 100% | 98% | |
| Claude Sonnet 4.6 (Reasoning) | 98% | 100% | 98% | |
| Claude Opus 4.8 (Reasoning) | 99% | 99% | 97% | |
| Muse Spark 1.2 (Reasoning, Medium) | 98% | 98% | 96% | |
| Claude Opus 5 (Reasoning, Low) | 98% | 98% | 96% | |
| GPT-5.5 (Reasoning) | 98% | 98% | 96% | |
| Qwen 3.8 Flash (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% | |
| Grok 4.5 (Reasoning, High) | 97% | 98% | 95% | |
| Gemini 3.1 Pro (Preview) | 97% | 98% | 95% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 97% | 98% | 95% | |
| Grok 4.6 (Reasoning, High) | 97% | 98% | 95% | |
| Gemini 3.6 Flash (Reasoning) | 97% | 98% | 94% | |
| GPT-5 | 98% | 97% | 94% | |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 97% | 97% | 93% | |
| Muse Spark 1.3 (Reasoning, Medium) | 97% | 95% | 93% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 3.7 Flash (Reasoning, Medium) | 97% | $0.024 | 16.0s | 95% | |
| Muse Spark 1.2 (Reasoning, Medium) | 98% | $0.034 | 27.3s | 96% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 98% | $0.046 | 30.7s | 98% | |
| Muse Spark 1.1 (Reasoning, Medium) | 94% | $0.030 | 26.9s | 87% | |
| GPT-5.5 (Reasoning, Low) | 97% | $0.070 | 24.6s | 96% | |
| Grok 4.5 (Reasoning, Low) | 96% | $0.033 | 50.7s | 90% | |
| GPT-5.6 Terra (Reasoning) | 95% | $0.038 | 16.3s | 87% | |
| GPT-5.6 Sol | 95% | $0.048 | 12.1s | 89% | |
| GPT-5.5 | 94% | $0.062 | 16.3s | 91% | |
| Grok 4.5 (Reasoning, High) | 97% | $0.054 | 1.3m | 95% | |
| Gemini 3.6 Flash (Reasoning) | 97% | $0.077 | 34.6s | 94% | |
| GPT-5.4 (Reasoning, Low) | 91% | $0.033 | 20.9s | 85% | |
| Qwen 3.8 Flash (Reasoning) | 98% | $0.0096 | 3.4m | 96% | |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 97% | $0.0065 | 3.1m | 93% | |
| Muse Spark 1.3 (Reasoning, Medium) | 97% | $0.043 | 1.7m | 93% | |
| Gemini 3 Flash (Preview) | 83% | $0.0065 | 5.0s | 81% | |
| Z.AI GLM 5 Turbo | 92% | $0.019 | 1.7m | 89% | |
| GPT-5.6 Sol (Reasoning) | 99% | $0.110 | 34.1s | 98% | |
| Xiaomi MIMO v2.5 | 88% | $0.0017 | 47.0s | 78% | |
| GPT-5.2 | 90% | $0.039 | 32.6s | 85% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 83.5% | Alias accuracy | ||
| 100.0% | Character precision | ||
| 100.0% | Character recall | ||
| 100.0% | Isolated character handling | ||
| 100.0% | Red-herring resistance | ||
| 29.6% | Relationship category recall | ||
| 100.0% | Relationship endpoint integrity | ||
| 83.9% | Relationship precision | ||
| 25.3% | Relationship recall | ||
| 79.8% | Relationship type accuracy | ||
| 100.0% | XML structure |
Family relationship tree
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Gemini 3.7 Flash (Reasoning, Medium) | 92% | $0.048 | 30.7s | |
| Gemini 3.8 Flash (Reasoning, Medium) | 94% | $0.087 | 53.4s | |
| GPT-5.6 Terra (Reasoning) | 86% | $0.082 | 32.1s | |
| Gemini 3.6 Flash (Reasoning) | 91% | $0.114 | 48.1s | |
| Gemini 2.5 Flash | 78% | $0.010 | 6.9s | |
| Muse Spark 1.1 (Reasoning, Medium) | 85% | $0.055 | 43.3s | |
| Gemini 3.1 Flash Lite (Preview) | 78% | $0.0062 | 3.9s | |
| Grok 4.5 (Reasoning, Low) | 82% | $0.046 | 48.7s | |
| GPT-5.4 (Reasoning, Low) | 85% | $0.072 | 50.1s | |
| GPT-5.6 Terra | 81% | $0.046 | 12.2s | |
| Muse Spark 1.1 (Reasoning, Minimal) | 81% | $0.039 | 20.7s | |
| Gemini 3 Flash (Preview) | 79% | $0.011 | 9.2s | |
| GPT-5.6 Luna (Reasoning) | 82% | $0.034 | 21.6s | |
| Kimi K3 (Reasoning, Low) | 86% | $0.081 | 1.7m | |
| Qwen 3.6 Flash | 80% | $0.019 | 1.1m | |
| Gemini 3.1 Flash Lite | 76% | $0.0037 | 4.2s | |
| Muse Spark 1.2 (Reasoning, Medium) | 83% | $0.057 | 32.3s | |
| Gemini 3 Flash (Preview, Reasoning) | 79% | $0.037 | 53.0s | |
| GPT-5.4 | 80% | $0.047 | 22.4s | |
| Gemini 3.1 Flash Lite (Reasoning) | 77% | $0.0042 | 3.9s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| GPT-5.6 Sol (Reasoning) | 93% | 99% | 92% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 94% | 98% | 91% | |
| Claude Opus 4.6 (Reasoning) | 92% | 98% | 90% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 92% | 97% | 90% | |
| Grok 4.6 (Reasoning, High) | 91% | 96% | 89% | |
| Gemini 3.6 Flash (Reasoning) | 91% | 97% | 88% | |
| GPT-5.4 (Reasoning) | 93% | 95% | 88% | |
| GPT-5.5 (Reasoning) | 90% | 98% | 88% | |
| Grok 4.5 (Reasoning, High) | 89% | 99% | 88% | |
| Claude Opus 4.6 | 88% | 97% | 85% | |
| Claude Opus 4.8 (Reasoning, Low) | 90% | 95% | 85% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 90% | 93% | 85% | |
| Kimi K3 (Reasoning, Low) | 86% | 96% | 84% | |
| Qwen 3.8 Flash (Reasoning) | 91% | 91% | 84% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 90% | 93% | 83% | |
| GPT-5.4 (Reasoning, Low) | 85% | 98% | 83% | |
| Kimi K2.6 | 88% | 94% | 83% | |
| Claude Opus 4.8 (Reasoning) | 89% | 95% | 83% | |
| Muse Spark 1.1 (Reasoning, Medium) | 85% | 97% | 83% | |
| Kimi K3 (Reasoning, High) | 84% | 98% | 83% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 3.7 Flash (Reasoning, Medium) | 92% | $0.048 | 30.7s | 90% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 94% | $0.087 | 53.4s | 91% | |
| Gemini 3.6 Flash (Reasoning) | 91% | $0.114 | 48.1s | 88% | |
| Muse Spark 1.1 (Reasoning, Medium) | 85% | $0.055 | 43.3s | 83% | |
| GPT-5.4 (Reasoning, Low) | 85% | $0.072 | 50.1s | 83% | |
| GPT-5.6 Sol (Reasoning) | 93% | $0.262 | 1.4m | 92% | |
| GPT-5.6 Terra (Reasoning) | 86% | $0.082 | 32.1s | 79% | |
| Kimi K3 (Reasoning, Low) | 86% | $0.081 | 1.7m | 84% | |
| Grok 4.5 (Reasoning, High) | 89% | $0.105 | 2.7m | 88% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 81% | $0.039 | 20.7s | 79% | |
| GPT-5.6 Terra | 81% | $0.046 | 12.2s | 78% | |
| GPT-5.6 Luna (Reasoning) | 82% | $0.034 | 21.6s | 76% | |
| Muse Spark 1.2 (Reasoning, Medium) | 83% | $0.057 | 32.3s | 78% | |
| Gemini 3 Flash (Preview) | 79% | $0.011 | 9.2s | 76% | |
| GPT-5.2 | 84% | $0.086 | 1.1m | 82% | |
| Gemini 3.1 Flash Lite (Preview) | 78% | $0.0062 | 3.9s | 76% | |
| GPT-5.6 Sol | 86% | $0.145 | 24.2s | 80% | |
| Gemini 2.5 Flash | 78% | $0.010 | 6.9s | 75% | |
| Claude Opus 4.6 | 88% | $0.221 | 43.8s | 85% | |
| Qwen 3.6 Flash | 80% | $0.019 | 1.1m | 77% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 80.9% | Alias accuracy | ||
| 100.0% | Character precision | ||
| 100.0% | Character recall | ||
| 100.0% | Isolated character handling | ||
| 100.0% | Red-herring resistance | ||
| 14.9% | Relationship category recall | ||
| 100.0% | Relationship endpoint integrity | ||
| 70.8% | Relationship precision | ||
| 5.8% | Relationship recall | ||
| 82.5% | Relationship type accuracy | ||
| 100.0% | XML structure |