notesum.ai

Published at November 10

cs.LG

cs.AI

cs.CY

Released Date: November 10, 2024

Authors: Eva Zhang¹, Arka Pal¹, Akilesh Potti¹, Micah Goldblum²

Aff.: ¹Ritual; ²Columbia University

Dataset	$\|D_{\text{train}}\|$	$\|D_{\text{backdoor}}\|$	p-values	Likelihood of signature without fine-tuning
RecipeNLG	10000	50	1.85e-45	0.00
MathInstruct	10000	50	2.03e-42	0.00
ShareGPT	15000	470	6.81e-46	0.00
SQuAD	87400	437	6.05e-39	0.00
XLSum	7200	36	9.85e-34	0.00
MedQA	10200	51	1.11e-40	0.00
CodeFeedback	10050	50	1.50e-41	0.00