GTKA uses adversarial game training to generate privacy-safe sub-queries for external LLMs, then integrates answers locally, reducing intent leakage while preserving answer quality on new biomedical and legal benchmarks.
Giuseppe De Nittis and Francesco Trovo
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Beyond Local vs. External: A Game-Theoretic Framework for Trustworthy Knowledge Acquisition
GTKA uses adversarial game training to generate privacy-safe sub-queries for external LLMs, then integrates answers locally, reducing intent leakage while preserving answer quality on new biomedical and legal benchmarks.