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Imperceptible Content Poisoning in LLM-Powered Applications

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 01 Jan 2024Publisher:Zenodo
Authors: Zhang, Quan;

doi: 10.5281/zenodo.13374664 , 10.5281/zenodo.13374619 , 10.5281/zenodo.13738660 , 10.5281/zenodo.13374620 , 10.5281/zenodo.13374660

Imperceptible Content Poisoning in LLM-Powered Applications

Abstract

This document serves as a guide for executing a content poisoning attack on real-world documents from the Internet. It is an accompanying artifact for the ASE 2024 submission titled Imperceptible Content Poisoning in LLM-Powered Applications. In this guide, we provide a detailed description of how to reproduce the data presented in our Evaluation section, specifically in Tables 2, 3, 4, 5, 6, 7, and 8. The paper and more detailed instructions are attached along with the artifact.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    		 Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average