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Thanks to the many architecture innovations that have gone into Kanon 2 Enricher, it is extremely computationally efficient, far more so than a generative model. Indeed, instead of generating annotations token by token, which introduces the possibility of generative hallucinations, Kanon 2 Enricher directly annotates all the tokens in a document in a single shot. Thus, it takes Kanon 2 Enricher less than ten seconds to enrich the entirety of Dred Scott v. Sandford, the longest US Supreme Court decision, containing 111,267 words in total. In that time, Kanon 2 Enricher identifies 178 people referenced in the decision some 1,340 times, 99 locations referenced 1,294 times, and 298 documents referenced 940 times.
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