How Paraform protects its customers from
Paraform uses Layerup's AppSec to mitigate against threat vectors such as hallucination.
Jeffrey Li
CTO at Paraform
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109+
Incidents of adversarial hallucinations
100%
Successful alerts and updates
<1 second
Alert time
Enhancing LLM Security with Hallucination Detection
Paraform's reliance on LLMs for generating and processing natural language exposed them to a unique challenge: hallucinations. These hallucinations are instances where the LLM outputs are incorrect or nonsensical responses, which could potentially lead to misinformation or erroneous data being served to end-users.
The primary goal was to implement a robust security measure that could:
Detect hallucinations in real-time.
Alert the system administrators immediately upon detection.
Minimize false positives to prevent unnecessary alerts.
Solution
We provided the client with our state-of-the-art LLM Security Tool designed to identify and alert on potential hallucinations. This tool functions by:
Monitoring: Continuously scanning the output of the LLMs in search of patterns or signals indicative of hallucinations.
Analyzing: Utilizing advanced algorithms to differentiate between legitimate creative responses and actual hallucinations.
Alerting: Implementing a near-instant alert system to notify the client of any detected hallucinations, allowing for rapid response and mitigation.
Rules and guardrails: Implementing custom guardrails to ensure the LLM does not respond with undesirable responses has helped Paraform ensure accuracy of their application.
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