Author

Ali Satvaty

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#artificial intelligence Preprint Oct 2026

Is Memorization Context-Sensitive? Prefix-Based Extraction Beyond Isolated Prefixes

Large language models (LLMs) can expose memorized training sequences under prefix-based extraction: given a prefix from a training example, the model may assign high probability to the original continuation. In deployed systems, however, prefixes are rarely evaluated in isolation. They often appear together with instru...

Ali Satvaty, Narjes Sharafi, Jirui Qi et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Walking the Embedding Space: Datastore Extraction from Multimodal RAG

Multimodal Retrieval-Augmented Generation (MRAG) has emerged as a reliable and cost-effective technique of grounding the generative capabilities of Multimodal Large Language Models (MLLMs) into relevant, up-to-date, external knowledge. Despite presenting several benefits, such as reducing hallucinatory behavior, they a...

Maria Carmen Jica, Ali Satvaty, Suzan Verberne et al. · 0 citations