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ResearchFormerly WizWand

Word Sense Disambiguation on SensEval-3 (test)

80.12F1 ScoreBERT kNN
58.103263.819169.53575.2509Sep 23, 2019Jan 28, 2020Jun 4, 2020Oct 9, 2020Feb 14, 2021Jun 21, 2021Oct 27, 2021
Updated 8mo ago

Evaluation results

MethodLinks
BERT kNNk=102019.0980.12
BERT kNNk=72019.0980.02
BERT kNNk=92019.0979.97
BERT kNNk=82019.0979.86
BERT kNNk=62019.0979.81
BERT kNNk=52019.0979.79
BERT kNNk=32019.0979.66
BERT kNNk=502019.0979.66
BERT kNNk=1002019.0979.63
BERT kNNk=5002019.0979.63
BERT kNNk=10002019.0979.63
SemEq-Large-ExpertTS=true, IK=M, MS=Large, Strategy=Transfer Learning2021.1079.6
BERT kNNk=42019.0979.55
EWISERTS=true, IK=S, GS=true, MS=Large2021.1079
BERT kNNk=12019.0978.62
BERT kNNk=22019.0978.62
SemEq-Base-ExpertTS=true, IK=M, MS=Base, Strategy=Transfer Learning2021.1078.5
AdaptBERT_LargeTS=true, IK=S, MS=Large2021.1077.8
SemEq-BaseTS=true, IK=M, MS=Base, Strategy=Data Augmentation2021.1077.7
BEMTS=true, MS=Base2021.1077.4
SemEq-BaseTS=true, MS=Base2021.1077.2
LMMS_BERTTS=true, MS=Large2021.1075.6
GlossBERTTS=true, MS=Base2021.1075.2
SemEq-Large-GeneralIK=M, MS=Large, Strategy=Transfer Learning2021.1074.3
BERT Layer Weighting (LW)Context Window=1 sentence + 1 surrounding2019.1074
BERT Gated Linear Unit (GLU)Context Window=1 sentence + 1 surrounding2019.1073.6
Kågebäck2019.0973.4
BERT Simple Linear ProjectionContext Window=1 sentence + 1 surrounding2019.1073.4
BERT GLU+LWContext Window=1 sentence + 1 surrounding2019.1073.4
BERT 1nnContext Window=1 sentence + 1 surrounding2019.1071.6
BERT Simple Linear ProjectionContext Window=1 sentence2019.1071.6
BERT Layer Weighting (LW)Context Window=1 sentence2019.1071.6
BERT Gated Linear Unit (GLU)Context Window=1 sentence2019.1071.6
EWISETS=true, GS=true2021.1071.1
BERT GLU+LWContext Window=1 sentence2019.1070.9
SemEq-Base-GeneralIK=M, MS=Base, Strategy=Transfer Learning2021.1070.9
SupWSD+embembeddings=word2vec2019.1070.6
GASext Concat2019.1070.5
HCANTS=true2021.1070.3
BERT 1nnContext Window=1 sentence2019.1069.7
ELMO2019.1069.6
BiLSTMatt+LEX2019.1069.4
IMSembeddings=none2019.1069.3
IMS+embembeddings=word2vec2019.1069.3
context2vec2019.1069.1
SupWSDembeddings=none2019.1068.8
BiLSTMTS=true2021.1068.4
MFS baseline2019.1066
Most Frequent SenseTS=true2021.1066
Lesk_embTS=true, GS=true2021.1063.7
MFS2019.0958.95