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Evaluating Language Models for Knowledge Base Completion
Published on Jun 13, 202317 Views
Chapter list
Evaluating Language Models for Knowledge Base Completion00:00
Knowledge Base Completion via Language Models 00:43
Knowledge Base Completion via Language Models 101:23
Knowledge Base Completion via Language Models 201:58
Methodology02:07
Methodology 102:45
Methodology 202:55
Key Issues03:10
Shortcomings of previous works03:18
Our approach04:04
Shortcomings of previous works04:23
Shortcomings of previous works 104:46
Our approach05:05
Benchmark WD-Known05:20
Results06:37
Fact Prediction: Reminder06:50
WD-Known Fact Prediction07:06
WD-Known Fact Prediction 107:22
WD-Known Fact Prediction 207:33
WD-Known Fact Prediction 307:40
WD-Known Fact Prediction with GPT-308:04
WD-Known Fact Prediction with GPT-3 108:34
WD-Known Fact Prediction with GPT-3 208:43
WD-Known Fact Prediction with GPT-3 308:56
WD-Known Fact Prediction with GPT-3 409:13
KB Completion09:29
Predicting missing facts10:20
Predicting missing facts 110:59
Manual Evaluation11:15
Results: KB Completion by LMs11:47
Results: KB Completion by LMs 112:02
Results: KB Completion by LMs 212:18
Results: KB Completion by LMs 312:34
Results: KB Completion by LMs 412:35
Results: KB Completion by LMs 513:09
Results: KB Completion by LMs 613:20
Results: KB Completion by LMs 713:30
Results: KB Completion by LMs 813:44
Take Home13:52