notesum.ai

Published at December 10

cs.CV

Released Date: December 10, 2024

Authors: Qikai Chang¹, Mingjun Chen², Changpeng Pi², Pengfei Hu¹, Zhenrong Zhang¹, Jiefeng Ma¹, Jun Du¹, Baocai Yin², Jinshui Hu²

Aff.: ¹University of Science and Technology of China; ²iFLYTEK Research

Methods	Markup	Params	Flops	EDU-CHEMC		Mini-CASIA-CSDB
Methods	Markup	(M)	(G)	EM(%)	Struct-EM(%)	EM(%)	Struct-EM(%)
Imago (Smolov, Zentsev, and Rybalkin 2011) †	SMILES	-	-	0.00	0.00	38.80	38.88
WYGIWYS (Deng, Kanervisto, and Rush 2016) ‡	SMILES	-	-	-	-	78.55	-*
BTTR (Zhao et al. 2021) ‡	SSML	4.77	9.65	58.21	66.83	78.22	-*
ABM (Bian et al. 2022) ‡	SSML	22.45	19.39	58.78	67.24	-	-
CoMER (Zhao and Gao 2022) †	SSML	4.99	11.18	59.47	68.71	90.67	91.06
DenseWAP (Baseline) (Zhang, Du, and Dai 2018)	SSML	15.39	18.98	61.35	69.68	92.09	92.47
MSD-DenseWAP (Ours)	RFL	16.01	21.00	64.92	73.15	94.10	94.44
RCGD (Baseline) (Hu et al. 2023)	SSML	16.11	21.02	62.86	71.88	95.01	95.38
MSD-RCGD (Ours)	RFL	16.74	23.04	65.39	73.26	95.23	95.58