TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Cross-Lingual NER	UNER v1 (Cebuano)	UNER XML-R (all)	F1 (micro)	69.6	# 1
Named Entity Recognition (NER)	UNER v1 (Chinese)	UNER XML-R	F1 (micro)	89.50	# 1
Cross-Lingual NER	UNER v1 (Chinese)	UNER XML-R (all)	F1 (micro)	88.2	# 1
Named Entity Recognition (NER)	UNER v1 (Chinese Simplified)	UNER XML-R	F1 (micro)	89.40	# 1
Cross-Lingual NER	UNER v1 (Chinese Simplified)	UNER XML-R (all)	F1 (micro)	87.7	# 1
Named Entity Recognition (NER)	UNER v1 (Croatian)	UNER XML-R	F1 (micro)	93.60	# 1
Cross-Lingual NER	UNER v1 (Croatian)	UNER XML-R (all)	F1 (micro)	90.9	# 1
Cross-Lingual NER	UNER v1 (Danish)	UNER XML-R (all)	F1 (micro)	83.0	# 1
Named Entity Recognition (NER)	UNER v1 (Danish)	UNER XML-R	F1 (micro)	82.70	# 1
Cross-Lingual NER	UNER v1 (English)	UNER XML-R (all)	F1 (micro)	82.8	# 1
Named Entity Recognition (NER)	UNER v1 (English)	UNER XML-R	F1 (micro)	86.00	# 1
Cross-Lingual NER	UNER v1 (Portuguese)	UNER XML-R (all)	F1 (micro)	82.3	# 1
Named Entity Recognition (NER)	UNER v1 (Portuguese)	UNER XML-R	F1 (micro)	90.4	# 1
Cross-Lingual NER	UNER v1 - PUD (Chinese)	UNER XML-R (all)	F1 (micro)	86.0	# 1
Named Entity Recognition (NER)	UNER v1 - PUD (Chinese)	UNER XML-R	F1 (micro)	87.10	# 1
Cross-Lingual NER	UNER v1 - PUD (English)	UNER XML-R (all)	F1 (micro)	79.5	# 1
Named Entity Recognition (NER)	UNER v1 - PUD (English)	UNER XML-R	F1 (micro)	80.10	# 1
Cross-Lingual NER	UNER v1 - PUD (German)	UNER XML-R (all)	F1 (micro)	78.9	# 1
Named Entity Recognition (NER)	UNER v1 - PUD (Portuguese)	UNER XML-R	F1 (micro)	88.80	# 1
Cross-Lingual NER	UNER v1 - PUD (Portuguese)	UNER XML-R (all)	F1 (micro)	85.1	# 1
Cross-Lingual NER	UNER v1 - PUD (Russian)	UNER XML-R (all)	F1 (micro)	70.6	# 1
Cross-Lingual NER	UNER v1 - PUD (Swedish)	UNER XML-R (all)	F1 (micro)	85.3	# 1
Named Entity Recognition (NER)	UNER v1 - PUD (Swedish)	UNER XML-R	F1 (micro)	82.20	# 1
Named Entity Recognition (NER)	UNER v1 (Serbian)	UNER XML-R	F1 (micro)	94.70	# 1
Cross-Lingual NER	UNER v1 (Serbian)	UNER XML-R (all)	F1 (micro)	95.2	# 1
Named Entity Recognition (NER)	UNER v1 (Slovak)	UNER XML-R	F1 (micro)	85.50	# 1
Cross-Lingual NER	UNER v1 (Slovak)	UNER XML-R (all)	F1 (micro)	81.6	# 1
Cross-Lingual NER	UNER v1 (Swedish)	UNER XML-R (all)	F1 (micro)	88.2	# 1
Named Entity Recognition (NER)	UNER v1 (Swedish)	UNER XML-R	F1 (micro)	88.30	# 1
Cross-Lingual NER	UNER v1 (Tagalog T)	UNER XML-R (all)	F1 (micro)	91.3	# 1
Cross-Lingual NER	UNER v1 (Tagalog U)	UNER XML-R (all)	F1 (micro)	63.8	# 1

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-cebuano)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-cebuano?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-7)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-7?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-chinese)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-chinese?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-8)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-8?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-chinese-1)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-chinese-1?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-2)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-2?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-croatian)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-croatian?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-danish)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-danish?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-english)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-english?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-1)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-1?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-portuguese)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-portuguese?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-3)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-3?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-pud-chinese)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-pud-chinese?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-pud-3)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-pud-3?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-pud-english)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-pud-english?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-pud)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-pud?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-pud-german)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-pud-german?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-pud-1)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-pud-1?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-pud-portuguese)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-pud-portuguese?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-pud-russian)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-pud-russian?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-pud-swedish)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-pud-swedish?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-pud-2)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-pud-2?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-5)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-5?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-serbian)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-serbian?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-4)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-4?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-slovak)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-slovak?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-swedish)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-swedish?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/named-entity-recognition-ner-on-uner-v1-6)](https://paperswithcode.com/sota/named-entity-recognition-ner-on-uner-v1-6?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-tagalog-t)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-tagalog-t?p=universal-ner-a-gold-standard-multilingual-1)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/universal-ner-a-gold-standard-multilingual-1/cross-lingual-ner-on-uner-v1-tagalog-u)](https://paperswithcode.com/sota/cross-lingual-ner-on-uner-v1-tagalog-u?p=universal-ner-a-gold-standard-multilingual-1)`

Universal NER: A Gold-Standard Multilingual Named Entity Recognition Benchmark

arXiv 2023 · Stephen Mayhew, Terra Blevins, Shuheng Liu, Marek Šuppa, Hila Gonen, Joseph Marvin Imperial, Börje F. Karlsson, Peiqin Lin, Nikola Ljubešić, LJ Miranda, Barbara Plank, Arij Riabi, Yuval Pinter ·

We introduce Universal NER (UNER), an open, community-driven project to develop gold-standard NER benchmarks in many languages. The overarching goal of UNER is to provide high-quality, cross-lingually consistent annotations to facilitate and standardize multilingual NER research. UNER v1 contains 18 datasets annotated with named entities in a cross-lingual consistent schema across 12 diverse languages. In this paper, we detail the dataset creation and composition of UNER; we also provide initial modeling baselines on both in-language and cross-lingual learning settings. We release the data, code, and fitted models to the public.

PDF Abstract arXiv 2023 PDF

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opennlg/openba-v2

UniversalNER/uner_code

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Cross-Lingual NER

Multilingual Named Entity Recognition

named-entity-recognition

Named Entity Recognition

Named Entity Recognition (NER)

NER

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UNER v1

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CoNLL 2003

Universal Dependencies WikiANN

CoNLL 2002 MasakhaNER

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Ranked #1 on Named Entity Recognition (NER) on UNER v1 (Danish)

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Cross-Lingual NER	UNER v1 (Cebuano)	UNER XML-R (all)	F1 (micro)	69.6	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Chinese)	UNER XML-R	F1 (micro)	89.50	# 1	Compare
Cross-Lingual NER	UNER v1 (Chinese)	UNER XML-R (all)	F1 (micro)	88.2	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Chinese Simplified)	UNER XML-R	F1 (micro)	89.40	# 1	Compare
Cross-Lingual NER	UNER v1 (Chinese Simplified)	UNER XML-R (all)	F1 (micro)	87.7	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Croatian)	UNER XML-R	F1 (micro)	93.60	# 1	Compare
Cross-Lingual NER	UNER v1 (Croatian)	UNER XML-R (all)	F1 (micro)	90.9	# 1	Compare
Cross-Lingual NER	UNER v1 (Danish)	UNER XML-R (all)	F1 (micro)	83.0	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Danish)	UNER XML-R	F1 (micro)	82.70	# 1	Compare
Cross-Lingual NER	UNER v1 (English)	UNER XML-R (all)	F1 (micro)	82.8	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (English)	UNER XML-R	F1 (micro)	86.00	# 1	Compare
Cross-Lingual NER	UNER v1 (Portuguese)	UNER XML-R (all)	F1 (micro)	82.3	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Portuguese)	UNER XML-R	F1 (micro)	90.4	# 1	Compare
Cross-Lingual NER	UNER v1 - PUD (Chinese)	UNER XML-R (all)	F1 (micro)	86.0	# 1	Compare
Named Entity Recognition (NER)	UNER v1 - PUD (Chinese)	UNER XML-R	F1 (micro)	87.10	# 1	Compare
Cross-Lingual NER	UNER v1 - PUD (English)	UNER XML-R (all)	F1 (micro)	79.5	# 1	Compare
Named Entity Recognition (NER)	UNER v1 - PUD (English)	UNER XML-R	F1 (micro)	80.10	# 1	Compare
Cross-Lingual NER	UNER v1 - PUD (German)	UNER XML-R (all)	F1 (micro)	78.9	# 1	Compare
Named Entity Recognition (NER)	UNER v1 - PUD (Portuguese)	UNER XML-R	F1 (micro)	88.80	# 1	Compare
Cross-Lingual NER	UNER v1 - PUD (Portuguese)	UNER XML-R (all)	F1 (micro)	85.1	# 1	Compare
Cross-Lingual NER	UNER v1 - PUD (Russian)	UNER XML-R (all)	F1 (micro)	70.6	# 1	Compare
Cross-Lingual NER	UNER v1 - PUD (Swedish)	UNER XML-R (all)	F1 (micro)	85.3	# 1	Compare
Named Entity Recognition (NER)	UNER v1 - PUD (Swedish)	UNER XML-R	F1 (micro)	82.20	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Serbian)	UNER XML-R	F1 (micro)	94.70	# 1	Compare
Cross-Lingual NER	UNER v1 (Serbian)	UNER XML-R (all)	F1 (micro)	95.2	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Slovak)	UNER XML-R	F1 (micro)	85.50	# 1	Compare
Cross-Lingual NER	UNER v1 (Slovak)	UNER XML-R (all)	F1 (micro)	81.6	# 1	Compare
Cross-Lingual NER	UNER v1 (Swedish)	UNER XML-R (all)	F1 (micro)	88.2	# 1	Compare
Named Entity Recognition (NER)	UNER v1 (Swedish)	UNER XML-R	F1 (micro)	88.30	# 1	Compare
Cross-Lingual NER	UNER v1 (Tagalog T)	UNER XML-R (all)	F1 (micro)	91.3	# 1	Compare
Cross-Lingual NER	UNER v1 (Tagalog U)	UNER XML-R (all)	F1 (micro)	63.8	# 1	Compare

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