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cs.CL2026
In-Place Tokenizer Expansion for Pre-trained LLMs
Jimmy T. H. Smith, Tarek Dakhran, Alberto Cabrera +7
A tokenizer fixed at the start of pre-training allocates vocabulary in proportion to the pre-training corpus, reflecting the deployment priorities at that time. When those prioriti…
cs.CL2023
Uncertainty-aware Language Modeling for Selective Question Answering
Qi Yang, Shreya Ravikumar, Fynn Schmitt-Ulms +9
We present an automatic large language model (LLM) conversion approach that produces uncertainty-aware LLMs capable of estimating uncertainty with every prediction. Our approach is…