ro_legal_fl

A Spacy Package for Legal Document Processing & Other Resources

A spacy language model for Romanian with floret embeddings trained on legal documents and with legal NER capabilities.

Feature	Description
Name	ro_legal_fl
Version	3.6.1
spaCy	>=3.6.1,<3.7.0
Default Pipeline	tok2vec, tagger, morphologizer, parser, lemmatizer, attribute_ruler, ner
Components	tok2vec, tagger, morphologizer, parser, lemmatizer, attribute_ruler, ner
Vectors	-1 keys, 100000 unique vectors (280 dimensions)
Sources	MARCELL legislative corpus, LegalNeRo, RoNEC
License	CC4R https://constantvzw.org/wefts/cc4r.en.html
Author	Sergiu Nisioi

Accuracy

Type	Score
TOK	99.84
TAG	96.27
POS	97.12
MORPH	96.42
LEMMA	95.73
UAS	89.15
LAS	82.46
SENT_P	94.94
SENT_R	95.20
SENT_F	95.07
ENTS_F	78.35
ENTS_P	79.51
ENTS_R	77.23

NER per type

	P	R	F
MONEY	88.52	72.32	79.61
DATETIME	85.31	84.58	84.94
PERSON	76.71	72.40	74.49
QUANTITY	89.27	84.55	86.85
NUMERIC	86.53	81.72	84.06
LEGAL	71.24	83.85	77.03
ORG	69.24	71.96	70.58
ORDINAL	89.14	89.14	89.14
PERIOD	84.39	74.11	78.92
NAT_REL_POL	85.09	77.46	81.10
GPE	81.95	82.75	82.35
WORK_OF_ART	39.15	28.14	32.74
LOC	55.28	52.35	53.78
EVENT	54.89	43.20	48.34
LANGUAGE	80.28	78.08	79.17
FACILITY	60.14	47.98	53.38