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ResearchFormerly WizWand

Named Entity Recognition on CoNLL English 2003 (val)

97.3Micro-F1SubRegWeigh (Random)
85.485688.552891.6294.6872May 30, 2023Aug 16, 2023Nov 2, 2023Jan 19, 2024Apr 6, 2024Jun 23, 2024Sep 10, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SubRegWeigh (Random)Backbone=RoBERTa-LARGE, Processing time (hh:mm)=3:262024.0997.3
SubRegWeigh (K-means)Backbone=RoBERTa-LARGE, Processing time (hh:mm)=5:212024.0997.28
SubRegWeigh (Cos-Sim)Backbone=RoBERTa-LARGE, Processing time (hh:mm)=4:512024.0997.27
VanillaBackbone=RoBERTa-LARGE2024.0997.26
CrossWeighBackbone=RoBERTa-LARGE, Processing time (hh:mm)=30:552024.0997.11
VanillaBackbone=LUKE-LARGE2024.0996.78
SubRegWeigh (K-means)Backbone=LUKE-LARGE, Processing time (hh:mm)=6:362024.0996.65
CrossWeighBackbone=LUKE-LARGE, Processing time (hh:mm)=26:192024.0996.62
SubRegWeigh (Random)Backbone=LUKE-LARGE, Processing time (hh:mm)=2:592024.0996.54
SubRegWeigh (Cos-Sim)Backbone=LUKE-LARGE, Processing time (hh:mm)=6:192024.0996.53
FinetuningBackbone=BERT-base-cased, # params=108M2023.0594.97
BitFitBackbone=BERT-base-cased, # params=109K2023.0593.62
AdapterBackbone=BERT-base-cased, m=1, # params=63K2023.0593.55
LoRABackbone=BERT-base-cased, rank=1, # params=44K2023.0593.38
SLaShBackbone=BERT-base-cased, d=5K, # params=12K2023.0591.38
JR-WARP1Backbone=BERT-base-cased, d=5K, # params=12K2023.0590.93
WARP20Backbone=BERT-base-cased, # params=22.3K2023.0589.89
SLaShBackbone=BERT-base-cased, d=1,024, # params=8K2023.0589.37
Linear ClassifierBackbone=BERT-base-cased, # params=7K2023.0585.94