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ResearchFormerly WizWand

Multimodal Named Entity Recognition on Twitter-15 (test)

79.21F1 ScoreMoRe_MoE
66.7369.9773.2176.45Dec 13, 2021Feb 10, 2022Apr 10, 2022Jun 8, 2022Aug 6, 2022Oct 4, 2022Dec 3, 2022
Updated 8mo ago

Evaluation results

MethodLinks
MoRe_MoERetrieval Modality=Mixture-of-Experts (Text + Image)2022.1279.21
MoRe_ImageRetrieval Modality=Image-based2022.1278.13
ITARetrieval Modality=None2022.1278.03
MoRe_TextRetrieval Modality=Textual2022.1277.91
Ours: BaselineRetrieval Modality=None2022.1277.29
ITA-All+CVASource=Our Reproductions2021.1276.01
Sun et al.Retrieval Modality=None2022.1274.9
UMGFSource=Reported2021.1274.85
Zhang et al.Retrieval Modality=None2022.1274.85
BERT-CRFSource=Reproduced2021.1274.79
UMGFSource=Reproduced2021.1274.42
RpBERT baseSource=Reported, Note=uses the test set to select the best model2021.1274.4
RIVA +Source=Reported2021.1273.8
Sun et al.Retrieval Modality=None2022.1273.8
UMT+Source=Reported2021.1273.41
Yu et al.Retrieval Modality=None2022.1273.41
OCSGASource=Reported2021.1272.92
Wu et al.Retrieval Modality=None2022.1272.92
UMTSource=Reproduced2021.1272.83
BERT-CRF+Source=Reported2021.1271.81
RpBERT baseSource=Reproduced2021.1267.21