index / lzq-0529/jev-span

jev-span

Zero-shot named entity recognition on TypeSafe Jev. Define entity types in plain words — no training data, no GPU. 73.7 strict F1 across 12 Chinese/English NER benchmarks, with calibrated scores and auditable traces. 零样本命名实体识别。