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Knowledge Graph Completion on FB15k-237

0.599Hits@10

NBFNet

Updated 4d ago

Evaluation Results

Method
NBFNet 2021.06	0.599	114	0.415	0.321	0.454
MKGL 2024.10	0.591	-	0.415	0.325	0.454
MoCoSA 2023.08	0.578	-	0.387	0.292	0.42
DaBR 2024.12	0.572	83	0.373	0.274	0.41
QuatRE 2024.12	0.563	88	0.367	0.269	0.404
DET 2024.10	0.56	-	0.376	0.281	-
DualE 2024.12	0.559	91	0.365	0.268	0.4
C-LMKE 2023.08	0.556	-	0.404	0.324	0.439
TransERR 2024.12	0.555	125	0.36	0.264	0.396
KICGPT 2024.10	0.554	-	0.412	0.327	0.448
KICGPT 2023.09	0.554	-	0.412	0.327	0.448
RotatE 2021.06	0.553	177	0.338	0.241	0.375
ConvQE 2024.12	0.551	-	0.366	0.273	0.402
QuatE 2024.12	0.55	87	0.348	0.248	0.382
CoKE 2024.10	0.549	-	0.364	0.272	0.4
Rotate4D 2024.12	0.547	181	0.353	0.257	0.391
DCNE 2024.12	0.547	169	0.354	0.257	0.393
KERMIT 2023.09	0.547	-	0.359	0.266	0.396
CompoundE 2024.12	0.545	-	0.357	0.264	0.393
TuckER 2021.10	0.544	-	0.358	0.266	0.394
LowFER 2021.06	0.544	-	0.359	0.266	0.396
TuckER 2022.03	0.544	-	0.358	0.266	0.394
TuckER 2023.08	0.544	-	0.358	0.266	0.394
TuckER 2024.10	0.544	-	0.358	0.266	0.394
DAN 2024.10	0.544	-	0.354	0.261	-
TuckER 2024.12	0.544	-	0.358	0.266	0.394
TuckER 2023.09	0.544	-	0.358	0.266	0.394
Rotate3D 2024.12	0.543	165	0.347	0.25	0.385
HAKE 2021.06	0.542	-	0.346	0.25	0.381
ConE 2021.10	0.54	-	0.345	0.247	0.381
ATTH 2024.12	0.54	-	0.348	0.252	0.384
KERMIT 2023.09	0.539	-	0.352	0.258	0.388
CSPromp-KG 2023.08	0.538	-	0.358	0.269	0.393
RotateCT 2024.12	0.537	171	0.347	0.251	0.382
KERMIT 2023.09	0.537	-	0.351	0.258	0.387
ComplEx 2021.06	0.536	-	0.348	-	-
HAKE 2021.10	0.535	-	0.341	0.243	0.378
RotH 2021.10	0.535	-	0.344	0.246	0.38
CompGCN 2024.10	0.535	-	0.355	0.264	0.39
HAQE 2024.12	0.535	-	0.343	0.247	0.379
RotatE 2021.10	0.533	-	0.338	0.241	0.375
RotatE 2022.03	0.533	-	0.338	0.241	0.375
RotatE 2023.08	0.533	-	0.338	0.241	0.375
RotatE 2024.10	0.533	-	0.338	0.241	0.375
RNNLogic 2023.09	0.533	-	0.349	0.258	0.385
RotatE 2023.09	0.533	-	0.338	0.241	0.375
DistMult 2021.06	0.531	-	0.343	-	-
RNNLogic+ + RotatE (Orig + AUG) 2024.07	0.529	-	0.353	0.265	-
FHRE 2024.12	0.528	-	0.345	0.255	0.375
Trans4E 2024.12	0.527	158	0.332	0.236	0.366
RNNLogic+ + RotatE (Orig) 2024.07	0.524	-	0.343	0.256	-
ConvE 2021.06	0.521	-	0.339	-	-
FTL-LM 2024.10	0.521	-	0.348	0.253	0.386
RNNLogic+ (Orig + AUG) 2024.07	0.519	-	0.345	0.257	-
MuRP 2021.10	0.518	-	0.335	0.243	0.367
GHN 2023.09	0.518	-	0.339	0.251	0.364
DRUM 2021.06	0.516	-	0.343	0.255	0.378
CP-KGC 2023.09	0.516	-	0.338	0.251	0.365
BERT-ResNet 2021.06	0.514	186	0.346	0.262	0.379
BERT-ResNet + Re-ranking 2021.06	0.514	187	0.304	0.212	0.329
BERT-ResNet + Knowledge Distillation 2021.06	0.514	187	0.31	0.22	0.334
BERT-ResNet + Ranking Ensemble 2021.06	0.514	186	0.354	0.27	0.387
BERT-ResNet + KD and RE 2021.06	0.514	186	0.353	0.269	0.386
SimKGC_IB+PB 2022.03	0.511	-	0.334	0.246	0.365
SimKGC_IB+PB+SN 2022.03	0.511	-	0.336	0.249	0.362
SimKGC 2023.09	0.511	-	0.336	0.249	0.362
ConvTransE 2021.06	0.51	-	0.33	0.24	0.37
SimKGC_IB 2022.03	0.51	-	0.333	0.246	0.362
SimKGC 2023.08	0.51	-	0.333	0.246	0.362
SimKGC_IB+SN 2022.03	0.509	-	0.334	0.247	0.363
RNNLogic+ (Orig) 2024.07	0.506	-	0.329	0.24	-
ConvE 2023.09	0.501	-	0.325	0.237	0.356
KG-S2S 2023.08	0.498	-	0.336	0.257	0.373
TransE 2024.10	0.495	-	0.31	0.218	0.345
BERT-DeepConv 2021.06	0.488	190	0.327	0.246	0.354
StAR 2022.03	0.482	-	0.296	0.205	0.322
StAR 2023.08	0.482	-	0.296	0.205	0.322
StAR 2024.10	0.482	-	0.296	0.205	0.322
StAR 2023.09	0.482	-	0.296	0.205	0.322
RNNLogic+ + RotatE (RW + AUG) 2024.07	0.479	-	0.314	0.233	-
RNNLogic+ + RotatE (RW) 2024.07	0.469	-	0.308	0.228	-
KGLM 2024.10	0.468	-	0.289	0.2	0.314
BERT-ConvE 2021.06	0.465	193	0.305	0.224	0.33
TransE 2021.06	0.465	357	0.294	-	-
MTL-KGC 2022.03	0.458	-	0.267	0.172	0.298
MTL-KGC 2023.08	0.458	-	0.267	0.172	0.298
MTL-KGC 2023.09	0.458	-	0.267	0.172	0.298
RGCN 2021.06	0.456	221	0.273	0.182	0.303
RNNLogic+ (RW + AUG) 2024.07	0.453	-	0.295	0.215	-
ComplEx 2023.08	0.45	-	0.278	0.194	0.297
BERT-ConvTransE 2021.06	0.449	211	0.296	0.218	0.321
DistMult 2022.03	0.446	-	0.281	0.199	0.301
DistMult 2023.08	0.446	-	0.281	0.199	0.301
DistMult 2023.09	0.446	-	0.281	0.199	0.301
TransE 2022.03	0.441	-	0.279	0.198	0.376
TransE 2023.08	0.441	-	0.279	0.198	0.376
TransE 2023.09	0.441	-	0.279	0.198	0.376
ComplEx 2021.06	0.428	339	0.247	0.158	0.275
KG-BERT 2022.03	0.42	-	-	-	-
KG-BERT 2023.08	0.42	-	-	-	-

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