Benchmark Suite GUI-Spec HL Privacy Tasks

User Interface Desktop/Web/Mobile

Multi modal Perception (Screenshots, DOM, Accessibility Tree)

LLM Core Planning & Reasoning

Action Execution (Click, Type, Scroll, API Call)

Backend Services External APIs, Databases

Multi stakeholder Assessment Experts & End users

Challenge-Aware Metrics Adapted to 5 Identified Challenges

Contextual Integrity Evaluation Privacy Calculus Integration

Framework Output Trustworthiness Score & Recommendations

Real-time Privacy Auditor Rule-based & ML Classifier

Trajectory Logger Complete Action History

Context Analyzer Sensitive Data Detector

Risk Scoring Engine Threat Level Assessment

Contextual Consent Dialog Just-in-time Authorization

Step-by-step Review Human Confirmation Gate

Multi-modal Dashboard Visual Action Trajectory

Privacy Lens Overlay Highlight Sensitive Data Flows

Environment Monitoring EIA Attack Resistance

Defensive RL Training Adversarial Training Framework

Privacy Enhanced Prompting Redaction & Context Filtering

Selective Memory Transient/Encrypted Storage