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The contribution here is systems, not a new estimator: LogIX's attribution quality, in one pass instead of two, is systems, not a new estimator: LogIX's attribution quality, in one pass instead of two.
We present ChunkRank, an open-source Python library that derives chunk boundaries from a target model's tokenizer and context window, and selects an answer among candidates produced independently per chunk. It ships a validated registry of 90 models across 15 providers and six answer-selection methods, and needs only t...
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