paper-with-me

Link Prediction 벤치마크

Link Prediction on CoDEx Medium

7개 결과 · ⬇ CSV · JSON

MRR

0.303 0.3202 0.3375 0.3548 0.372 2020-09 2026-09 ComplEx — 0.337 (2020-09-16) TuckER — 0.328 (2020-09-16) ConvE — 0.318 (2020-09-16) RESCAL — 0.317 (2020-09-16) TransE — 0.303 (2020-09-16) ComplEx-N3-RP — 0.352 (2021-10-06) ULTRA — 0.372 (2023-10-06) ComplEx — 0.337 (2020-09-16) ComplEx-N3-RP — 0.352 (2021-10-06) ULTRA — 0.372 (2023-10-06)
RankModel MRRHits@1Hits@3Hits@10 PaperCodeYear
1 ULTRA 0.3720.525 Towards Foundation Models for Knowledge Graph Reasoning DeepGraphLearning/ULTRA 2023
2 ComplEx-N3-RP 0.3520.2770.3860.490 Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations facebookresearch/ssl-relation-prediction 2021
3 ComplEx 0.3370.2440.34770.456 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark tsafavi/codex · facebookresearch/ssl-relation-prediction 2020
4 TuckER 0.3280.2230.33630.454 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark tsafavi/codex · facebookresearch/ssl-relation-prediction 2020
5 ConvE 0.3180.2620.37010.476 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark tsafavi/codex · facebookresearch/ssl-relation-prediction 2020
6 RESCAL 0.3170.2390.35510.464 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark tsafavi/codex · facebookresearch/ssl-relation-prediction 2020
7 TransE 0.3030.2590.35990.458 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark tsafavi/codex · facebookresearch/ssl-relation-prediction 2020
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