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Devrim Cavusoglu

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#artificial intelligence Preprint Aug 2026

REIGN: Refurbished Embeddings with Integrated Guidance Networks for Efficient Context-Length Scaling

This work proposes REIGN (Refurbished Embeddings with Integrated Guidance Networks), a contrastively trained bi-encoder that operates on sequences of contextualised chunk embeddings from a frozen Guidance Network rather than on raw tokens for document-to-document retrieval.

Devrim Cavusoglu, Emre Akbas · 0 citations