Clustering on ArxivS2S
28.4AccuracyLLM-MemCluster
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLM-MemClusterIn-context learning=true, Model=GPT-4.1 mini2025.11 | 28.4 | 57.4 | 16.3 | |
| SpectralEmbeddings=instructor-large2025.11 | 25.1 | 48 | 9.2 | |
| K-Means-InstEmbeddings=instructor-large2025.11 | 25.1 | 49.3 | 12.3 | |
| ClusterLLMEmbeddings=instructor-large, Guidance Model=GPT-4.1 mini2025.11 | 25.1 | 50.5 | 13.7 | |
| BERTopicEmbeddings=instructor-large2025.11 | 17.9 | 39.2 | 1.8 | |
| K-Means-TF-IDFEmbeddings=TF-IDF2025.11 | 12.1 | 31.7 | 1.2 | |
| DBSCANEmbeddings=instructor-large2025.11 | 6.3 | 17.6 | 0.3 |