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ResearchFormerly WizWand

Semantic Type Classification on VizNet (test)

0.925Support-weighted F1DCoM-Single-DistilBERT
0.00460.243550.48250.72145Jun 24, 2021
Updated 8mo ago

Evaluation results

MethodLinks
DCoM-Single-DistilBERTEngineered Features=Yes, k=10, Runtime (s)=1.552 ± 0.01, Size (MB)=268.22021.060.925
DCoM-Single-DistilBERTEngineered Features=Yes, k=1, Runtime (s)=0.162 ± 0.01, Size (MB)=268.22021.060.922
DCoM-Single-ElectraEngineered Features=Yes, k=10, Runtime (s)=0.894 ± 0.01, Size (MB)=53.12021.060.909
DCoM-Single-ElectraEngineered Features=Yes, k=1, Runtime (s)=0.093 ± 0.01, Size (MB)=53.12021.060.907
DCoM-Single-DistilBERTEngineered Features=No, k=10, Runtime (s)=1.492 ± 0.01, Size (MB)=202.32021.060.904
DCoM-Single-DistilBERTEngineered Features=No, k=1, Runtime (s)=0.158 ± 0.01, Size (MB)=202.32021.060.901
DCoM-Single-LSTMEngineered Features=Yes, k=10, Runtime (s)=0.152 ± 0.01, Size (MB)=112.12021.060.898
DCoM-Single-LSTMEngineered Features=Yes, k=1, Runtime (s)=0.019 ± 0.01, Size (MB)=112.12021.060.895
DCoM-Single-ElectraEngineered Features=No, k=10, Runtime (s)=0.887 ± 0.01, Size (MB)=45.72021.060.892
DCoM-Single-ElectraEngineered Features=No, k=1, Runtime (s)=0.092 ± 0.01, Size (MB)=45.72021.060.89
SherlockEngineered Features=-, Runtime (s)=0.42 ± 0.01, Size (MB)=6.22021.060.89
DCoM-Multi-LSTMEngineered Features=Yes, k=10, Runtime (s)=0.416 ± 0.01, Size (MB)=4.72021.060.881
DCoM-Multi-LSTMEngineered Features=Yes, k=1, Runtime (s)=0.046 ± 0.01, Size (MB)=4.72021.060.878
DCoM-Single-LSTMEngineered Features=No, k=10, Runtime (s)=0.141 ± 0.01, Size (MB)=97.82021.060.877
DCoM-Single-LSTMEngineered Features=No, k=1, Runtime (s)=0.018 ± 0.01, Size (MB)=97.82021.060.871
DCoM-Multi-LSTMEngineered Features=No, k=10, Runtime (s)=0.401 ± 0.01, Size (MB)=4.62021.060.871
DCoM-Multi-LSTMEngineered Features=No, k=1, Runtime (s)=0.044 ± 0.01, Size (MB)=4.62021.060.869
Random ForestEngineered Features=-, Runtime (s)=0.26 ± 0.01, Size (MB)=760.42021.060.84
Decision treeEngineered Features=-, Runtime (s)=0.26 ± 0.01, Size (MB)=59.12021.060.76
ConsensusEngineered Features=-, Runtime (s)=33.74 ± 0.86, Size (MB)=-2021.060.32
DictionaryEngineered Features=-, Runtime (s)=0.01 ± 0.03, Size (MB)=0.52021.060.16
Regular expressionEngineered Features=-, Runtime (s)=0.01 ± 0.03, Size (MB)=0.012021.060.04