MLMLM: Link Prediction with Mean Likelihood Masked Language Model

Knowledge Bases (KBs) are easy to query, verifiable, and interpretable. They however scale with man-hours and high-quality data... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Link Prediction FB15k-237 MLMLM MRR 0.2591 # 32
[email protected] 0.4026 # 34
[email protected] 0.2820 # 18
[email protected] 0.1871 # 23
MR 411 # 18
Link Prediction WN18RR MLMLM MRR 0.5017 # 2
[email protected] 0.611 # 2
[email protected] 0.5418 # 1
[email protected] 0.4391 # 9
MR 1603 # 4

Methods used in the Paper