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Iliano Fasolino

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In RAG We Trust? Measuring Robustness of Retrieval-Augmented Generation Under Post-Retrieval Context Tampering

This study studies how much a small quantized model, Llama 3.1 8B, degrades when a fraction of its retrieved context is poisoned, and treats the strategy contrasts as suggestive until decoding is controlled and stronger adjudication is in place.

Iliano Fasolino · 0 citations
#artificial intelligence Preprint Sep 2026

In RAG We Trust? Measuring Robustness of Retrieval-Augmented Generation Under Document Poisoning

Retrieval-augmented generation (RAG) grounds a language model in retrieved documents, which reduces hallucination but creates a new attack surface: if retrieved text is tampered with, the model may repeat the falsehood. We study how much a small quantized model, Llama 3.1 8B, degrades when a fraction of its retrieved c...

Iliano Fasolino · 0 citations

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