Clustering on CLINC
91AccuracyCLUSTERFUSION
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLUSTERFUSIONBackbone=GPT-4o, Assignment only setting=true2025.12 | 91 | 96.6 | |
| CLUSTERFUSIONBackbone=GPT-4o, Oracle order=true2025.12 | 90.3 | 95.4 | |
| CLUSTERFUSIONBackbone=GPT-4o, Ordering type=Cosine order2025.12 | 87.3 | 93.5 | |
| LLMEdgeRefineBackbone=GPT-3.52025.12 | 86.8 | 94.9 | |
| Keyphrase Clust. (w/ KMeans)Backbone=GPT-4o2025.12 | 84.1 | 93.1 | |
| CLUSTERFUSIONBackbone=GPT-4o, Ordering type=KMeans order2025.12 | 83.8 | 93.9 | |
| Keyphrase Clust. (w/ Agglom.)Backbone=GPT-4o2025.12 | 81.8 | 91.3 | |
| KMeans2025.12 | 80.9 | 92.5 | |
| SCCL2025.12 | 80.9 | 92.9 | |
| ClusterLLMBackbone=GPT-4o2025.12 | 79.9 | 92.4 | |
| Agglomerative2025.12 | 77.7 | 91.5 | |
| CLUSTERFUSIONBackbone=GPT-4o, Ordering type=Unsorted2025.12 | 77.6 | 91.2 | |
| LLM CorrectionBackbone=GPT-4o2025.12 | 75.7 | 91.1 | |
| PCKMeans2025.12 | 74.5 | 90.4 | |
| DSE (w/ KMeans)2025.12 | 62.1 | 85.5 |