Clustering on Bank77
92.6NMICLUSTERFUSION
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CLUSTERFUSIONBackbone=GPT-4o, Assignment only setting=true2025.12 | 92.6 | 88.8 | |
| CLUSTERFUSIONBackbone=GPT-4o, Oracle order=true2025.12 | 87.2 | 79.4 | |
| ClusterLLM2024.12 | 85.07 | — | |
| Keyphrase Clust. (w/ KMeans)Backbone=GPT-4o2025.12 | 83.4 | 67.3 | |
| KMeans2025.12 | 83.3 | 65.2 | |
| ClusterLLMBackbone=GPT-4o2025.12 | 83.3 | 65.3 | |
| CLUSTERFUSIONBackbone=GPT-4o, Ordering type=KMeans order2025.12 | 82.9 | 66.3 | |
| IDAS2024.12 | 82.84 | — | |
| LLM-ITLBackbone=Llama-7b, Mode=Context-Aware, Config=role + merge2024.12 | 82.32 | — | |
| SCCL2025.12 | 81.8 | 65.5 | |
| SCCL2024.12 | 81.77 | — | |
| Agglomerative2025.12 | 81.7 | 64 | |
| CLUSTERFUSIONBackbone=GPT-4o, Ordering type=Cosine order2025.12 | 81.4 | 68.3 | |
| CLUSTERFUSIONBackbone=GPT-4o, Ordering type=Unsorted2025.12 | 80.8 | 62.7 | |
| Self-supervise2024.12 | 80.75 | — | |
| LLM CorrectionBackbone=GPT-4o2025.12 | 80.6 | 64.8 | |
| PCKMeans2025.12 | 79.8 | 59.6 | |
| Keyphrase Clust. (w/ Agglom.)Backbone=GPT-4o2025.12 | 78.2 | 62.5 | |
| DSE (w/ KMeans)2025.12 | 71 | 49.2 |