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New Intent Discovery on StackOverflow (ACC, NMI, ARI)

80.73NMINILC
8.834827.499946.16564.8301May 25, 2022Dec 21, 2022Jul 20, 2023Feb 15, 2024Sep 13, 2024Apr 11, 2025Nov 8, 2025

Evaluation results

MethodLinks
NILCLearning Setting=Semi-Supervised2025.1180.7376.6787.28
USNIDLearning Setting=Semi-Supervised2025.1180.0174.7485.61
MTP-CLNNEvaluation Protocol=unsupervised2022.0578.7167.6381.43
SDCLearning Setting=Semi-Supervised2025.1177.4560.180.25
LatentEMLearning Setting=Semi-Supervised2025.1175.4663.374.3
LANIDLearning Setting=Semi-Supervised2025.1175.364.7177.42
MTP-CLNNLearning Setting=Semi-Supervised2025.1173.8864.0479.68
DeepAlignedLearning Setting=Semi-Supervised2025.1173.8360.2677.87
NILCLearning Setting=Unsupervised2025.1172.0864.3576.62
USNIDLearning Setting=Unsupervised2025.1171.4952.1369.2
SCCLLearning Setting=Unsupervised2025.1168.6936.9768.28
KCLLearning Setting=Semi-Supervised2025.1164.8455.8671.06
MTPEvaluation Protocol=unsupervised2022.0563.8548.7166.18
MCLLearning Setting=Semi-Supervised2025.1163.2455.9771.31
DTCLearning Setting=Semi-Supervised2025.1162.6453.3270.36
SAE-DCNEvaluation Protocol=unsupervised2022.0561.3434.9857.09
SAE-DECEvaluation Protocol=unsupervised2022.0561.3221.1757.09
GCDLearning Setting=Semi-Supervised2025.1160.842.2565.28
DCNLearning Setting=Unsupervised2025.1160.4137.0260
DECLearning Setting=Unsupervised2025.1160.2636.9259.93
CDAC+Learning Setting=Semi-Supervised2025.1155.8541.8262.53
SAE-KMEvaluation Protocol=unsupervised2022.0548.7223.3637.16
SAELearning Setting=Unsupervised2025.1146.3529.6551.62
GloVe-AGEvaluation Protocol=unsupervised2022.0523.454.8524.48
GloVe-KMEvaluation Protocol=unsupervised2022.0521.794.5424.26
CCLearning Setting=Unsupervised2025.1120.389.2121.99
BERT-KMEvaluation Protocol=unsupervised2022.0511.61.613.85