notesum.ai

Published at December 9

DEEPER: Dense Electroencephalography Passage Retrieval

cs.IR

Released Date: December 9, 2024

Authors: Niall McGuire¹, Yashar Moshfeghi¹

Aff.: ¹University of Strathclyde

Arxiv: http://arxiv.org/pdf/2412.06695v1

Refer to caption

Query Modality	Retriever	Precision@1	Precision@5	Precision@10	MRR
Noise	DEEPER(ours)	.0007 (±.0002)	.0037 (±.0008)	.0066 (±.0012)	.0056 (±.0011)
EEG	E2T+BM25	.0007 (±.0002)	.0032 (±.0007)	.0064 (±.0013)	.0051 (±.0010)
	E2T+ColBERT	.0007 (±.0002)	.0034 (±.0008)	.0062 (±.0012)	.0053 (±.0011)
	DEEPER(ours)	missing.0047* (±.0009)	missing.0161* (±.0025)	missing.0366* (±.0042)	missing.0206 (±.0031)
Text	BM25	.0128* (±.0221)	.0538* (±.0264)	.0825* (±.0289)	.0531* (±.0268)
	ColBERT	.0361* (±.0341)	.0834* (±.0392)	.1027* (±.0415)	.0784* (±.0387)