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I'm more and more confident that tokenization will be gone.
Humans don't think in "tokens".
Tokens are hardcoded abstractions in LLMs that lead to weird behavior: LLMs can solve PhD-level math questions but cannot answer "Is 9.9 > 9.11?"
Meta is shifting LLMs to LCMs (Large
时政
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twitter.com
)
I'm more and more confident that tokenization will be gone.
Humans don't think in "tokens".
Tokens are hardcoded abstractions in LLMs that lead to weird behavior: LLMs can solve PhD-level math questions but cannot answer "Is 9.9 > 9.11?"
Meta is shifting LLMs to LCMs (Large Concept Models), changing "next-token prediction" to "next-concept prediction". A "concept" is treated as a sentence, representing an abstract idea or action.
Two weeks ago, Meta also published the "Byte Latent Transformer", a new architecture that processes raw bytes grouped into patches instead of relying on tokenization.
My intuition says LCM is probably better at reasoning and modalities.
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🚨 President Trump has signed three more Executive Orders:
1) Lowering costs of IVF and other fertility treatments.
2) Imposing radical transparency requirements on government agencies.
3) Establishing oversight functions to supervise independent agencies and their actions.
btc
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twitter.com)
Yemen, my poor country, has decided to bomb Israel.
My poor country is more concerned with killing Jews than feeding its starving population.
This is the problem with the Arab world.
Blind unforgiving hatred. Wrong choices. And psychopathic leadership.
More than 75% of the…
每日热点
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twitter.com)