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Named Entity Recognition on NER 136 languages

51.3Overall ScoreTIPA
38.50841.82945.1548.471Jan 23, 2026

Evaluation results

MethodLinks
TIPAaggregation=Typologically weighted parameter aggregation2026.0151.3
No Train but Gainmethod=Additive combination2026.0149.3
MAD-Xadapter=Target-language or typologically closest2026.0143.3
Parameter averagingaggregation=Unweighted parameter averaging2026.0139.5
English-only fine-tuningtraining=English task data, inference=Zero-shot2026.0139