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Radosław Białobrzeski

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#machine learning Preprint Sep 2026

RAILS: Retrieval-Augmented Incremental LLM Clustering at Scale

Using a Large Language Model (LLM) as the clusterer at production scale is hard: prompts cannot hold the entire label space, and per-document serial processing does not deliver the throughput real workloads require. We present RAILS, a retrieval-augmented incremental LLM clusterer that turns clustering into a simple lo...

Armin Oliya, Aleksandra Sawczuk, Radosław Białobrzeski · 0 citations