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Table 6 Comparative results of different methods for NLE-LP mining task

From: Using an analogical reasoning framework to infer language patterns for negative life events

Method Within-category Across-category
prec@5 prec@10 MRR prec@5 prec@10 MRR
Traditional induction PPMI 0.1296 0.1241 0.2589
HAL 0.2034 0.1842 0.3921 0.2116 0.1872 0.3820
Analogical Reasoning CBOW + COSINE 0.4904 0.4300 0.7287 0.4684 0.4129 0.7037
SG + COSINE 0.4345 0.3824 0.6683 0.4215 0.3705 0.6683
CBOW + COSMUL 0.4272 0.3809 0.6654 0.4004 0.3589 0.6278
SG + COSMUL 0.3961 0.3516 0.6286 0.3751 0.3321 0.6197