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ResearchFormerly WizWand

Hateful Meme Classification on HarM (test)

91.03AUCPro-CapPromptHate
62.32669.77877.2384.682Feb 8, 2023Mar 21, 2023May 1, 2023Jun 11, 2023Jul 22, 2023Sep 1, 2023Oct 12, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Pro-CapPromptHateAugmentation=image entities and demographic information2023.0891.0385.03
PromptHatetraining_objective=masked language modeling, method=prompting2023.0290.9684.47
PromptHateAugmentation=image entities and demographic information2023.0890.9684.47
Pro-CapBERTAugmentation=image entities and demographic information2023.0889.7582.71
FT-ROBERTatraining_objective=fine-tuning2023.0289.2682.32
ALBEFAugmentation=image entities and demographic information2023.0886.9181.78
BLIPAugmentation=image entities and demographic information2023.0886.8882.66
DisMultiHate2023.0286.3981.24
DisMultiHateAugmentation=image entities and demographic information2023.0886.3981.24
MOMENTA2023.0286.3280.48
MOMENTAAugmentation=image entities and demographic information2023.0886.3280.48
ISSUES2023.1085.5177.7
MMBT-Region2023.0285.4879.83
VILBERT CCAugmentation=image entities and demographic information2023.0884.7981.39
HMC 1st prize2023.1084.4973.2
Hate-CLIPper+2023.1084.3677.15
VILBERT CC2023.0284.1178.7
CLIP Text + textual inversionmodality=multimodal, textual inversion=true2023.1083.3176.65
Concat BERT2023.0283.2177.82
Late Fusion2023.0283.1777.57
HMC 2nd prize2023.1083.169.5
VisualBERT COCOAugmentation=image entities and demographic information2023.0882.9678.81
CLIP Summodality=multimodal, fusion=sum2023.1082.9276.8
CLIP BERTText Encoder=BERT, Visual Encoder=CLIP2023.0282.6376.66
Text BERT2023.0281.3975.68
CLIP Image-Onlymodality=image-only2023.1081.3574.65
Visual BERT COCO2023.0280.4675.31
Image-Region2023.0276.4673.05
VisualBERTPre-training=COCO2023.1074.5969.95
ViLBERTPre-training=CC2023.1072.7870.03
CLIP Text-Onlymodality=text-only2023.1063.4363.5