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Sander Land
@magikarp_tokens
Breaking all the models with weird tokens
106 Following    1.6K Followers
✅ Claude's tokenizer reproduction is done! ctok now exactly reproduces token counts across 500+ natural languages and 22 programming languages, for both tokenizer families. The vocabulary estimates even went down: just 15k entries for Claude 4.7+ 🤯 🔗
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Got quite a bit further with figuring out Claude's tokenizer, and finally wrote it all up. Enjoy!