Correlation with Human Majority Vote on Novelty-Bench Human Majority Vote
0.88Spearman Correlation (All)GPT-4o
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GPT-4oMetric Category=Task-Dependent Functional Diversity, LLM-Judge Type=Taxonomy-Guided2025.09 | 0.88 | 1 | 1 | 1 | 0.83 | 0.64 | 0.83 | 0.85 | |
| Claude-3-SonnetMetric Category=Task-Dependent Functional Diversity, LLM-Judge Type=Taxonomy-Guided2025.09 | 0.88 | 1 | 1 | 1 | 0.83 | 0.74 | 0.71 | 0.85 | |
| Gemini-1.5-FlashMetric Category=Task-Dependent Functional Diversity, LLM-Judge Type=Taxonomy-Guided2025.09 | 0.83 | 1 | 1 | 1 | 1 | 0.74 | 0.41 | 0.85 | |
| Embedding DiversityMetric Category=General Diversity Metrics2025.09 | 0.8 | 0.43 | 0.82 | 0.59 | 0.66 | 0.77 | 0.66 | 0.77 | |
| Vocabulary DiversityMetric Category=General Diversity Metrics2025.09 | 0.64 | 0.25 | 0.51 | 0.44 | 0.46 | 0.7 | 0.54 | 0.7 | |
| Novelty-Bench Functional DiversityMetric Category=General Diversity Metrics2025.09 | 0.59 | 0.37 | 0.13 | 0.45 | 0.69 | 0.59 | 0.62 | 0.73 | |
| Compression DiversityMetric Category=General Diversity Metrics2025.09 | 0.26 | 0.06 | 0.62 | 0.45 | 0.62 | 0.73 | 0.39 | 0.49 |