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Subject: Continued pretraining (remove filter)

Preprint

A Domain Label Is Not a Treatment: Why Specialist and General-Purpose Language Models Trade Places Across Studies, What a 'Medical' Checkpoint Leaves Unspecified, and the Matched Contrasts That Would Assign the Gain

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research A September 2026 study compares an 8B general-purpose instruction-tuned model with a medically fine-tuned checkpoint built on the same base and finds that the general model scores higher both at selecting the meaning of…

Cite Related research LOR-00162 · 0 views · 0 downloads Select “A Domain Label Is Not a Treatment: Why Specialist and…” for export

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Preprint

Which Loss Prices the English Share? What Target-Language Validation Loss Can and Cannot See in Continued Pretraining for Language Adaptation, Why Two Training Regimes Disagree About What English Buys, and the Instruments a Mixture Choice Needs

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research When an English-centric language model is adapted to a new language by continued pretraining, practitioners usually keep a share of English in the training mixture, and a growing family of mixture laws chooses that share by…

Cite Related research LOR-00121 · 11 views · 13 downloads Select “Which Loss Prices the English Share? What Target-Language…” for export

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