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Short-text Clustering on Mtop (test)

79.11NMILUMI
66.817270.008673.276.3914Oct 16, 2025

Evaluation results

MethodLinks
LUMIBackbone=Instructor-large, LLM=Gemma2025.1079.1153.95
LUMIBackbone=MiniLM-L6-v2, LLM=Gemma2025.1076.8849.1
LUMIBackbone=Instructor-large, LLM=LLama2025.1075.346.05
LUMIBackbone=MiniLM-L6-v2, LLM=LLama2025.1073.8646.49
ClusterLLM†Backbone=Instructor-large, LLM=GPT3.52025.1073.8335.04
IDASBackbone=Instructor-large, LLM=LLama2025.1073.6839.74
IDASBackbone=Instructor-large, LLM=Gemma2025.1073.2637.18
LLMEdgeRefine†Backbone=Instructor-large, LLM=GPT3.52025.1072.9246
SPILLBackbone=Instructor-large, LLM=Gemma2025.1072.6537.11
IDAS†Backbone=Instructor-large, LLM=Gemma2025.1072.2438.28
IDASBackbone=MiniLM-L6-v2, LLM=LLama2025.1072.1240.74
Instructor-largeBackbone=Instructor-large2025.1071.7633.45
IDAS†Backbone=Instructor-large, LLM=LLama2025.1071.6937.25
IDAS†Backbone=MiniLM-L6-v2, LLM=LLama2025.1071.5239.74
SPILLBackbone=Instructor-large, LLM=LLama2025.1071.1135.26
IDAS†Backbone=MiniLM-L6-v2, LLM=Gemma2025.1070.8836.46
SPILLBackbone=MiniLM-L6-v2, LLM=Gemma2025.1070.4837.95
IDASBackbone=MiniLM-L6-v2, LLM=Gemma2025.1070.4635.55
SPILLBackbone=MiniLM-L6-v2, LLM=LLama2025.1067.7335.88
MiniLM-L6-v2Backbone=MiniLM-L6-v22025.1067.2931.19