As the first hierarchical graphitization model, Kanon 2 Enricher was built entirely from scratch. Every single node, edge, and label representable in the Isaacus Legal Graph Schema (ILGS) corresponds to one or more bespoke task heads. Those task heads were trained jointly, with our Kanon 2 legal encoder foundation model producing shared representations that all other heads operate on. In total, we built 58 different task heads optimized with 70 different loss terms.
We’ve heard similar roundabout stories from other groups that have received takedowns from Graceware. Rather than addressing the actual websites, which would have the context to identify and potentially dispute an inappropriate complaint, Web Capio targets their underlying services like Vercel, which service millions of users and are more likely to automatically comply with DMCA notices. This has allowed Web Capio and Graceware to quickly and quietly remove material from the internet with little pushback.
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Москалькова заявила о новых условиях Киева для возвращения россиян с территории Украины14:51