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ResearchFormerly WizWand

Named Entity Recognition on ACE04 (test)

88.72F1 ScorePromptNER
72.059276.384680.7185.0354Oct 8, 2020Mar 17, 2021Aug 24, 2021Jan 31, 2022Jul 10, 2022Dec 17, 2022May 26, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PromptNERBackbone=RoBERTa-large2023.0588.7288.6488.79
Table-Sequence EncodersAveraging=micro-averaged2020.1088.6——
BSBackbone=RoBERTa-large2023.0588.52——
PromptNERBackbone=BERT-large2023.0588.1687.5888.76
PIQN2023.0588.1488.4887.81
Baseline + BSboundary smoothing=true2022.0487.9888.4387.53
LLCP2023.0587.987.3988.4
BSBackbone=BERT-large2023.0587.85——
Baseline2022.0487.5486.6788.42
W2NERMethod Category=Proposed Method2021.1287.5287.3387.71
W2NER2023.0587.5287.3387.71
Shen et al.Method Category=Span-based2021.1287.4187.4487.38
Shen et al.2022.0487.4187.4487.38
Luan et al.Averaging=micro-averaged2020.1087.4——
Triaffine2023.0587.487.1387.68
Seq2Set2023.0587.2688.4686.1
BuParser2023.0586.9486.687.28
UIE2023.0586.89——
Yan et al.Method Category=Seq2Seq2021.1286.8487.2786.41
BARTNER2023.0586.8487.2786.41
Yu et al.Method Category=Span-based2021.1286.787.386
Yu et al.2022.0486.787.386
Biaffine2023.0586.787.386
Wang et al.Method Category=Span-based2021.1286.2886.0886.48
Li et al.source=2020b2022.0485.9885.0586.32
MRC2023.0585.9885.0586.32
Straková et al.trained with dev split=true2022.0484.4——
Straková et al.Method Category=Seq2Seq2021.1284.33——
Li et al.Averaging=micro-averaged2020.1083.6——
Miwa and BansalAveraging=micro-averaged2020.1081.8——
Bekoulis et al.Averaging=micro-averaged2020.1081.6——
Bekoulis et al.Averaging=micro-averaged2020.1081.2——
Li and JiAveraging=micro-averaged2020.1079.7——
Katiyar and CardieAveraging=micro-averaged2020.1079.6——
Wang and LuMethod Category=Hypergraph-based2021.1275.17872.4
Katiyar and Cardie2022.0472.773.671.8