Clustering on Banking77
0.7ARIAgentic clustering
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Agentic clusteringk setting=Given k, predicted number of clusters (ˆk)=77, total cost ($)=$100 + $222026.05 | 0.7 | 0.88 | 79 | |
| Agentic clusteringk setting=Discover k, predicted number of clusters (ˆk)=85, total cost ($)=$100 + $232026.05 | 0.65 | 0.87 | 76 | |
| LLM-embedding+k-meansk setting=Given k, predicted number of clusters (ˆk)=77, total cost ($)=$0.392026.05 | 0.62 | 0.85 | 72 | |
| ClusterLLMk setting=Given k, predicted number of clusters (ˆk)=77, total cost ($)=$1.532026.05 | 0.6 | 0.84 | 70 | |
| BERTopick setting=Discover k, predicted number of clusters (ˆk)=90, total cost ($)=$02026.05 | 0.6 | 0.84 | 69 | |
| Huang & Hek setting=Discover k, predicted number of clusters (ˆk)=131, total cost ($)=$100 + $442026.05 | 0.57 | 0.84 | 64 | |
| BERTopick setting=Given k, predicted number of clusters (ˆk)=77, total cost ($)=$02026.05 | 0.56 | 0.83 | 64 | |
| SBERT+k-meansk setting=Given k, predicted number of clusters (ˆk)=77, total cost ($)=$02026.05 | 0.55 | 0.82 | 65 | |
| LDAk setting=Given k, predicted number of clusters (ˆk)=77, total cost ($)=$02026.05 | 0.2 | 0.55 | 30 | |
| TopicGPTk setting=Discover k, predicted number of clusters (ˆk)=5, total cost ($)=$100 + $662026.05 | 0.01 | 0.16 | 4 |