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![OpenledgerHQ Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1755624156731768833.png) Openledger [@OpenledgerHQ](/creator/twitter/OpenledgerHQ) on x 357K followers
Created: 2025-07-07 12:41:34 UTC

How OpenLedger powers Proof of Attribution with Infini-gram:

Traditional Language models use n-grams to predict the next word from short patterns - fast, but blind to context.

They can’t tell where predictions came from, or who contributed the data. Infini-gram enables precise attribution by tracing each token back to its source.

![](https://pbs.twimg.com/media/GvQUmqIaAAAbaUr.jpg)

XXXXXXX engagements

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**Related Topics**
[token](/topic/token)

[Post Link](https://x.com/OpenledgerHQ/status/1942202328029024576)