Clustering on FewNerd
59.3AccuracyLLM-MemCluster
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-MemClusterIn-context learning=true, Model=GPT-4.1 mini2025.11 | 59.3 | 63.3 | 53.1 | |
| ClusterLLMEmbeddings=instructor-large, Guidance Model=GPT-4.1 mini2025.11 | 37.3 | 53.1 | 10.7 | |
| BERTopicEmbeddings=instructor-large2025.11 | 34.9 | 40.3 | 11.7 | |
| SpectralEmbeddings=instructor-large2025.11 | 34 | 42 | 9.3 | |
| K-Means-InstEmbeddings=instructor-large2025.11 | 28.2 | 43.3 | 6.1 | |
| DBSCANEmbeddings=instructor-large2025.11 | 27 | 0.5 | 0.1 | |
| K-Means-TF-IDFEmbeddings=TF-IDF2025.11 | 11.1 | 37.7 | 1 |