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

91.46NMILatentEM
70.535275.967681.486.8324Nov 8, 2025

Evaluation results

MethodLinks
LatentEMLearning Setting=Semi-Supervised2025.1191.4683.487
NILCLearning Setting=Semi-Supervised2025.1189.9984.8892
USNIDLearning Setting=Semi-Supervised2025.1186.2976.7985.4
LANIDLearning Setting=Semi-Supervised2025.1185.3874.7283.87
DeepAlignedLearning Setting=Semi-Supervised2025.1184.3469.9978.86
CDAC+Learning Setting=Semi-Supervised2025.1180.2365.3875.34
MTP-CLNNLearning Setting=Semi-Supervised2025.1180.1767.1378.14
SDCLearning Setting=Semi-Supervised2025.1180.0367.4181.53
MCLLearning Setting=Semi-Supervised2025.1179.9464.2272.73
GCDLearning Setting=Semi-Supervised2025.1179.3664.8176.63
KCLLearning Setting=Semi-Supervised2025.1178.7861.6369.13
NILCLearning Setting=Unsupervised2025.1178.2165.6173.43
DTCLearning Setting=Semi-Supervised2025.1177.7258.9868.14
SCCLLearning Setting=Unsupervised2025.1177.0259.2967.57
USNIDLearning Setting=Unsupervised2025.1175.1558.968.06
DCNLearning Setting=Unsupervised2025.1174.5759.8970.76
DECLearning Setting=Unsupervised2025.1174.5459.8770.74
CCLearning Setting=Unsupervised2025.1171.5653.2966.79
SAELearning Setting=Unsupervised2025.1171.3457.5770.07