security-evaluation
Evaluation-Dataset-of-AI-Agent-Security-Guardrails
DKnownAI Agent Security Evaluation Dataset
Data Fields
Field
Type
Description
text
string
The adversarial input (prompt) to be evaluated by a security guardrail
action
string
Human-annotated label: blocked or allowed
Citation
@misc{li2026comparativeevaluationaiagent,
title={A Comparative Evaluation of AI Agent Security Guardrails},
author={Qi Li and Jiu Li and Pingtao Wei and Jianjun Xu and Xueyi Wei and Jiwei Shi and Xuan… See the full description on the dataset page: https://huggingface.co/datasets/CaiZhiTech/Evaluation-Dataset-of-AI-Agent-Security-Guardrails.Evaluation_of_OpenSource_Models_for_PDF_Injection_Recognition
Injected PDFs - Model Evaluation
This repository holds the model evaluation stage of a project on detecting harmless-but-real
attack payloads injected into PDF files, together with the artefacts it produced for the
application.
Nothing is trained here. Seven off-the-shelf models are measured against the same 1,100 PDFs,
and the two winners are exported for the app to load.
Question
Candidates
Winner
Part A
Which files look like this one?
3 embedding models x 2 inputs… See the full description on the dataset page: https://huggingface.co/datasets/Cyber-security-final-project/Evaluation_of_OpenSource_Models_for_PDF_Injection_Recognition.