demonstration-retrieval

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Toward Robust In-Context Learning: Leveraging Out-of-distribution Proxies for Target Inaccessible Demonstration Retrieval

arXiv cs.CL · 2026-06-02 Cached

This paper introduces DOPA, a demonstration search framework that uses an out-of-distribution proxy to retrieve robust demonstrations for LLMs when the target domain is inaccessible, enhancing in-context learning performance under distribution shift.

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