Acyclic dependencies
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.，这一点在体育直播中也有详细论述
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