Short-text Clustering on Clinc150 (test)
95.72NMILUMI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LUMIBackbone=Instructor-large, LLM=Gemma2025.10 | 95.72 | 87.31 | |
| LUMIBackbone=MiniLM-L6-v2, LLM=Gemma2025.10 | 95.05 | 86.93 | |
| IDAS†Backbone=Instructor-large, LLM=Gemma2025.10 | 95 | 88.82 | |
| LLMEdgeRefine†Backbone=Instructor-large, LLM=GPT3.52025.10 | 94.86 | 86.77 | |
| LUMIBackbone=Instructor-large, LLM=LLama2025.10 | 94.56 | 85.86 | |
| IntentGPTBackbone=MiniLM-L6-v2, LLM=GPT-42025.10 | 94.35 | 83.2 | |
| ClusterLLM†Backbone=Instructor-large, LLM=GPT3.52025.10 | 94 | 83.8 | |
| SPILLBackbone=Instructor-large, LLM=Gemma2025.10 | 93.77 | 85.14 | |
| IDASBackbone=Instructor-large, LLM=Gemma2025.10 | 93.74 | 81.04 | |
| IDAS†Backbone=MiniLM-L6-v2, LLM=Gemma2025.10 | 93.41 | 85.52 | |
| Instructor-largeBackbone=Instructor-large2025.10 | 93.27 | 81.68 | |
| LUMIBackbone=MiniLM-L6-v2, LLM=LLama2025.10 | 93.21 | 83.13 | |
| IDASBackbone=Instructor-large, LLM=LLama2025.10 | 93.06 | 82.38 | |
| SPILLBackbone=Instructor-large, LLM=LLama2025.10 | 92.9 | 84.59 | |
| IDASBackbone=MiniLM-L6-v2, LLM=Gemma2025.10 | 92.82 | 80.05 | |
| KeyphraseClust.Backbone=Instructor-large, LLM=GPT3.52025.10 | 92.6 | 79.4 | |
| IDAS†Backbone=Instructor-large, LLM=LLama2025.10 | 92.12 | 81.71 | |
| IDASBackbone=MiniLM-L6-v2, LLM=LLama2025.10 | 91.81 | 78.81 | |
| IDAS†Backbone=MiniLM-L6-v2, LLM=LLama2025.10 | 91.64 | 81.72 | |
| SPILLBackbone=MiniLM-L6-v2, LLM=Gemma2025.10 | 90.78 | 77.76 | |
| IntentGPTBackbone=MiniLM-L6-v2, LLM=GPT3.52025.10 | 90.04 | 73.68 | |
| MiniLM-L6-v2Backbone=MiniLM-L6-v22025.10 | 89.38 | 73.59 | |
| SPILLBackbone=MiniLM-L6-v2, LLM=LLama2025.10 | 88.71 | 75.67 |