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#llm-auditing News & Analysis

2 articles tagged with #llm-auditing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AI × CryptoBullisharXiv – CS AI · 10h ago7/10
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CHAINTRIX: A multi-pipeline LLM-augmented framework for automated smart-contract security auditing

Researchers introduce Chaintrix, an LLM-augmented smart-contract auditing framework that combines AI analysis with deterministic structural verification to reduce false positives. The system achieves 71.7% recall on high-severity vulnerabilities, outperforming existing AI and static analysis tools by 26 percentage points on OpenAI's EVMbench benchmark.

🏢 OpenAI
AI × CryptoBullisharXiv – CS AI · Feb 277/103
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IMMACULATE: A Practical LLM Auditing Framework via Verifiable Computation

Researchers introduce IMMACULATE, a framework that audits commercial large language model API services to detect fraud like model substitution and token overbilling without requiring access to internal systems. The system uses verifiable computation to audit a small fraction of requests, achieving strong detection guarantees with less than 1% throughput overhead.