Re:Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text...
by pinyen_cheng on Monday November 09, 2026 @04:44AM
(#50423325)
That's pretty innovative. But a brand new tokenizer and training method need a lot of effort to do the retraining. Whether it will be widely implemented depends on real frontier performance it can reach.
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Re:Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text...
by alansaber on Monday November 09, 2026 @07:38AM
(#50424773)
Exactly. I used to think new tokenizers for domain-specific models was the way (makes intuitive sense, better representations etc), but the added overhead of essentially training from scratch made it much more expensive than a FT.