notesum.ai

Published at December 10

cs.CE

Released Date: December 10, 2024

Authors: Hou-Wan Long¹, Hongyang Li², Wei Cai³

Aff.: ¹The Chinese University of Hong Kong; ²Fudan University; ³University of Washington

Method	Acc.	AUC.	F1
BERT	$70.17_{\pm 0.63}$	$75.72_{\pm 0.52}$	$70.33_{\pm 0.49}$
CLIP Text-Only	$72.16_{\pm 0.36}$	$78.82_{\pm 0.66}$	$71.60_{\pm 0.21}$
ViT-L/14	$76.92_{\pm 1.23}$	$84.28_{\pm 0.49}$	$73.27_{\pm 1.92}$
CLIP Image-Only	$79.12_{\pm 0.24}$	$88.32_{\pm 2.17}$	$78.72_{\pm 0.32}$
CLIP	$81.36_{\pm 0.81}$	$87.27_{\pm 0.67}$	$80.30_{\pm 0.95}$
CLIP-Adapter	$82.21_{\pm 0.73}$	$87.53_{\pm 0.61}$	$80.89_{\pm 0.87}$
CoinCLIP	$\textbf{84.72}_{\pm 0.45}$	$\textbf{92.07}_{\pm 0.34}$	$\textbf{83.74}_{\pm 0.43}$