TransR:
initialize entity and relation embeddings with results of TransE,
and initialize relation matrices as identity matrices.
结果
Model: TransE | WN18
mean_rank_raw 239 | mean_rank_filter 228
hit10_raw 61.43% | hit10_filter 69.65%
classification_acc 95.51%
Model: TransE | FB15K
mean_rank_raw 353 | mean_rank_filter 276
hit10_raw 28.22% | hit10_filter 33.84%
classification_acc 68.38%
Model: TransH | WN18
mean_rank_raw 189 | mean_rank_filter 178
hit10_raw 63.90% | hit10_filter 72.19%
classification_acc 95.54%
Model: TransH | FB15K
mean_rank_raw 292 | mean_rank_filter 214
hit10_raw 31.24% | hit10_filter 37.23%
classification_acc 70.25%
Model: TransR | WN18
mean_rank_raw 230 | mean_rank_filter 219
hit10_raw 61.60% | hit10_filter 69.74%
classification_acc 95.97%
Model: TransR | FB15K
mean_rank_raw 247 | mean_rank_filter 152
hit10_raw 31.57% | hit10_filter 38.29%
classification_acc 73.58%