（作者为南京师范大学文学院教授）
The pace of change in the last year has been completely crazy, and it’s not stopping.
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聚焦全球优秀创业者，项目融资率接近97%，领跑行业，推荐阅读PDF资料获取更多信息
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.