notesum.ai

Published at November 26

A Novel Word Pair-based Gaussian Sentence Similarity Algorithm For Bengali Extractive Text Summarization

cs.CL

I.2.7

Released Date: November 26, 2024

Authors: Fahim Morshed¹, Md. Abdur Rahman², Sumon Ahmed¹

Aff.: ¹Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh; ²Centre for Advanced Research in Science, University of Dhaka, Dhaka, Bangladesh

Arxiv: http://arxiv.org/abs/2411.17181v1

Dataset	Model	Rouge-1	Rouge-2	Rouge-LCS
Self-curated	WGSS (Proposed)	0.47	0.36	0.43
	BenSumm [5]	0.41	0.29	0.36
	SASbSC [24]	0.42	0.29	0.37
	LexRank [10]	0.22	0.14	0.20
Kaggle	WGSS (Proposed)	0.49	0.43	0.48
	BenSumm [5]	0.29	0.22	0.26
	SASbSC [24]	0.23	0.12	0.18
	LexRank [10]	0.24	0.16	0.22
BNLPC	WGSS (Proposed)	0.41	0.34	0.40
	BenSumm [5]	0.36	0.28	0.34
	SASbSC [24]	0.41	0.33	0.39
	LexRank [10]	0.26	0.19	0.24
Github	WGSS (Proposed)	0.49	0.41	0.47
	BenSumm [5]	0.31	0.22	0.28
	SASbSC [24]	0.30	0.18	0.24
	LexRank [10]	0.22	0.14	0.20