notesum.ai

Published at October 28

Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce

cs.CL

cs.AI

Released Date: October 28, 2024

Authors: Zhantao Yang¹, Han Zhang¹, Fangyi Chen¹, Anudeepsekhar Bolimera¹, Marios Savvides¹

Aff.: ¹Carnegie Mellon University, Pittsburgh, USA

Arxiv: https://arxiv.org/abs/2410.21237v1

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Method	Primary Package Color	Package Shape	Package Material	Category	Weight (Acc@0.01)	Weight (Acc@0.05)
Baseline (zero-shot)	26.67	3.81	19.05	0.00	9.78	9.78
Baseline w/ schema	55.24	49.52	54.29	62.86	13.04	16.30
ours w/o reasoning	81.9	76.19	81.9	95.24	55.43	63.04
ours w/o multi-turn	73.33	75.24	79.05	89.52	54.35	69.57
ours	82.86	77.14	86.67	97.14	61.96	73.91