Clustering on GoEmotions
8ARIAgentic clustering
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Agentic clusteringk setting=Given k, predicted number of clusters (ˆk)=27, total cost ($)=$100 + $222026.05 | 8 | 24 | 35 | |
| Agentic clusteringk setting=Discover k, predicted number of clusters (ˆk)=27, total cost ($)=$100 + $232026.05 | 8 | 24 | 32 | |
| ClusterLLMk setting=Given k, predicted number of clusters (ˆk)=27, total cost ($)=$1.532026.05 | 6 | 21 | 25 | |
| LLM-embedding+k-meansk setting=Given k, predicted number of clusters (ˆk)=27, total cost ($)=$0.392026.05 | 4 | 13 | 17 | |
| Huang & Hek setting=Discover k, predicted number of clusters (ˆk)=207, total cost ($)=$100 + $442026.05 | 3 | 17 | 16 | |
| SBERT+k-meansk setting=Given k, predicted number of clusters (ˆk)=27, total cost ($)=$02026.05 | 2 | 7 | 11 | |
| LDAk setting=Given k, predicted number of clusters (ˆk)=27, total cost ($)=$02026.05 | 1 | 4 | 10 | |
| BERTopick setting=Given k, predicted number of clusters (ˆk)=27, total cost ($)=$02026.05 | 1 | 3 | 24 | |
| BERTopick setting=Discover k, predicted number of clusters (ˆk)=429, total cost ($)=$02026.05 | 1 | 9 | 22 | |
| TopicGPTk setting=Discover k, predicted number of clusters (ˆk)=27, total cost ($)=$100 + $662026.05 | 0 | 4 | 11 |