Yuval Pinter

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Articles & links

โ†ป Yuval Pinter reposted
@craigschmidt.com

arxiv.org/abs/2605.22705 arxiv.org/abs/2605.22821 Happy Linear Programming for Tokenization day! I was involved with two separate papers that hit ArXiv yesterday, using LP's to find the vocabulary maximizing compression, depending on the kind of inference you want to use.

Tokenization with Split Trees arxiv.org View on Bluesky โ†’

Where does this happen? How does this happen? We examine this starting with injecting the representation of "or" from ["po", "or"] into the "or" from ["err", "or"] and see when the invasive meaning takes over; then we go even deeper... let us know what you think! arxiv.org/absโ€ฆ

Inside the LLM Word Factory arxiv.org
View on Bluesky ยท โ™ฅ 1 โ†ป 0 โ†ฉ 0 ยท 23d ago

Recent commentary

ืžื™ ืงืจื ืœื–ื” "ืชื•ื›ื ื™ืช ืœื™ืžื•ื“ื™ื ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื‘ืื•ื ื™ื‘ืจืกื™ื˜ืช ื‘ืŸ-ื’ื•ืจื™ื•ืŸ ื‘ื ื’ื‘" ื•ืœื "ื‘"ืฉ ML",

View on Bluesky ยท โ™ฅ 6 โ†ป 0 โ†ฉ 0 ยท 4d ago

It's been a long time since I reconnected with my interpretability past; here's our new analysis of the phenomenon of "detokenization": models reconstruct full word representations ("error") at the last state of the subword-tokenized location ["err", "or"].

View on Bluesky ยท โ™ฅ 2 โ†ป 1 โ†ฉ 1 ยท 23d ago

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