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Preprint Oct 2026

Retrieval Augmented Generation Compositionality

Retrieval Augmented Generation (RAG) grounds large language models in external knowledge. Modern pipelines combine embedding, chunking, retrieval, reranking, query augmentation, context compression, and agentic verification, yet these techniques are typically evaluated one at a time. It remains unclear whether their is...

Ido Levy, Segev Shlomov, Leshem Choshen · 0 citations
#artificial intelligence Preprint Sep 2026

Asking for What Was Never Requested: Horizontal and Vertical Proactivity in Agents

An agent that uses tools typically responds to what the user explicitly asks, yet completing the task may require information the user never requested. Work on proactive agents mainly studies whether and when an agent should act on its own, not what information it should pursue. We study a distinct axis of proactivity:...

Ido Levy, Asaf Yehudai, Segev Shlomov et al. · 0 citations

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