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fa_core_news_sm

Token Classification
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Persian
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---
tags:
- spacy
- token-classification
language:
- fa
license: cc-by-sa-4.0
model-index:
- name: fa_core_news_sm
 results:
 - task:
 name: NER
 type: token-classification
 metrics:
 - name: NER Precision
 type: precision
 value: 0.7766570605
 - name: NER Recall
 type: recall
 value: 0.6687344913
 - name: NER F Score
 type: f_score
 value: 0.7186666667
 - task:
 name: TAG
 type: token-classification
 metrics:
 - name: TAG (XPOS) Accuracy
 type: accuracy
 value: 0.9595584377
 - task:
 name: POS
 type: token-classification
 metrics:
 - name: POS (UPOS) Accuracy
 type: accuracy
 value: 0.9623659299
 - task:
 name: MORPH
 type: token-classification
 metrics:
 - name: Morph (UFeats) Accuracy
 type: accuracy
 value: 0.9629100984
 - task:
 name: LEMMA
 type: token-classification
 metrics:
 - name: Lemma Accuracy
 type: accuracy
 value: 0.9790824766
 - task:
 name: UNLABELED_DEPENDENCIES
 type: token-classification
 metrics:
 - name: Unlabeled Attachment Score (UAS)
 type: f_score
 value: 0.8969107789
 - task:
 name: LABELED_DEPENDENCIES
 type: token-classification
 metrics:
 - name: Labeled Attachment Score (LAS)
 type: f_score
 value: 0.8515184307
 - task:
 name: SENTS
 type: token-classification
 metrics:
 - name: Sentences F-Score
 type: f_score
 value: 0.9924554184
---
Persian pipeline optimized for CPU. Components: tok2vec, tagger, morphologizer, trainable_lemmatizer, parser, ner. Entity labels: PER, LOC, ORG, DAT, MON, TIM, PCT.
| Feature | Description |
| --- | --- |
| **Name** | `fa_core_news_sm` |
| **Version** | `3.8.0` |
| **spaCy** | `>=3.8.14,<3.9.0` |
| **Default Pipeline** | `tok2vec`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner` |
| **Components** | `tok2vec`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner` |
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
| **Sources** | [UD_Persian-PerDT (PerUDT v1.0)](https://github.com/UniversalDependencies/UD_Persian-PerDT) (Mohammad Sadegh Rasooli, Pegah Safari, Amirsaeid Moloodi, Alireza Nourian)<br>[UD_Persian-PerDT NER layer (not-to-release/Dadegan with NER tag/)](https://github.com/UniversalDependencies/UD_Persian-PerDT) (PerDT authors, tagged with Beheshti-NER (Taher, Hoseini, Shamsfard 2020))<br>[spaCy lang/fa language data (stop words originally from HAZM)](https://github.com/explosion/spaCy/tree/master/spacy/lang/fa) (Explosion and spaCy contributors) |
| **License** | `CC BY-SA 4.0` |
| **Author** | [Kiyarash Fazeli](https://github.com/Fazel94/spacy-persian) |
### Label Scheme
<details>
<summary>View label scheme (428 labels for 4 components)</summary>
| Component | Labels |
| --- | --- |
| **`tagger`** | `ADJ_AJCM`, `ADJ_AJCM_AUX`, `ADJ_AJCM_AUX_PUNC`, `ADJ_AJP`, `ADJ_AJP_AUX`, `ADJ_AJP_AUX_PUNC`, `ADJ_AJP_AUX_PUNC_PUNC`, `ADJ_AJP_PR_JOPER`, `ADJ_AJP_PR_JOPER_AUX_PUNC`, `ADJ_AJP_PR_JOPER_PUNC`, `ADJ_AJSUP`, `ADR_POSADR`, `ADR_PRADR`, `ADV_SADV`, `AUX`, `AUX_PASS`, `AUX_SUBR`, `CONJ`, `IDEN`, `N_ANM`, `N_ANM_ADR_POSADR`, `N_ANM_ADR_POSADR_PUNC`, `N_ANM_AUX`, `N_ANM_AUX_PUNC`, `N_ANM_AUX_PUNC_PUNC`, `N_ANM_PR_JOPER`, `N_ANM_PR_JOPER_PUNC`, `N_ANM_V_ACT`, `N_IANM`, `N_IANM_AUX`, `N_IANM_AUX_PUNC`, `N_IANM_PR_JOPER`, `N_IANM_PR_JOPER_PUNC`, `N_IANM_PR_SEPER`, `PART`, `POSNUM`, `POSTP`, `PREM_AMBAJ`, `PREM_AMBAJ_N_IANM`, `PREM_DEMAJ`, `PREM_DEMAJ_N_IANM`, `PREM_EXAJ`, `PREM_QUAJ`, `PRENUM`, `PREP`, `PREP_N_IANM`, `PREP_PREM_AMBAJ`, `PREP_PREM_DEMAJ`, `PREP_PR_DEMON`, `PREP_PR_JOPER`, `PREP_PR_JOPER_PUNC`, `PREP_PR_SEPER`, `PR_CREFX`, `PR_CREFX_AUX_PUNC`, `PR_CREFX_PR_JOPER`, `PR_DEMON`, `PR_DEMON_AUX`, `PR_DEMON_AUX_PUNC`, `PR_DEMON_CONJ`, `PR_DEMON_SUBR`, `PR_INTG`, `PR_INTG_AUX`, `PR_INTG_AUX_PUNC`, `PR_JOPER`, `PR_JOPER_PART`, `PR_JOPER_POSTP`, `PR_RECPR`, `PR_SEPER`, `PR_SEPER_AUX`, `PR_SEPER_AUX_PUNC`, `PR_SEPER_AUX_PUNC_PUNC`, `PR_SEPER_POSTP`, `PR_SEPER_POSTP_PUNC`, `PR_SEPER_PR_JOPER`, `PR_UCREFX`, `PR_UCREFX_PR_JOPER`, `PR_UCREFX_PR_JOPER_PUNC`, `PSUS`, `PSUS_ADR_POSADR_PUNC`, `PSUS_PR_JOPER`, `PSUS_PR_JOPER_PUNC`, `PUNC`, `SUBR`, `SUBR_SUBR`, `V_ACT`, `V_ACT_PR_JOPER`, `V_ACT_PR_JOPER_PUNC`, `V_MODL`, `V_MODL_PR_SEPER`, `V_PASS` |
| **`morphologizer`** | `POS=ADP`, `Number=Sing\|POS=NOUN`, `POS=DET\|PronType=Dem`, `POS=ADJ`, `POS=CCONJ`, `POS=PUNCT`, `Number=Plur\|POS=NOUN`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=PROPN`, `POS=PROPN`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=PRON`, `POS=INTJ`, `POS=PRON`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=NUM`, `POS=ADV`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=NOUN\|Person=3\|PronType=Prs`, `POS=SCONJ`, `Number=Sing\|POS=PROPN\|Person=3`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=AUX\|Person=3`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past`, `Number=Sing\|POS=AUX\|Person=3\|Tense=Pres`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=3\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=NUM`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=VERB\|Person=3\|Voice=Act`, `Number=Plur,Sing\|POS=NOUN\|Person=1\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Voice=Act`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=NOUN\|Person=1\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=DET`, `Number=Sing\|POS=NOUN\|Typo=Yes`, `POS=X`, `Number=Sing\|POS=AUX\|Person=3\|Tense=Past`, `POS=ADP\|PronType=Dem`, `Number=Plur\|POS=VERB\|Person=3`, `POS=AUX`, `Number=Plur\|POS=AUX\|Person=3`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1`, `Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1\|Voice=Act`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `POS=PART`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=PRON`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Voice=Act`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|VerbForm=Part\|Voice=Act`, `POS=VERB\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Past\|Voice=Act`, `Number=Plur,Sing\|POS=NOUN\|Person=3\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=3\|Tense=Past`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|VerbForm=Part\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg`, `Number=Sing\|POS=AUX\|Person=1\|Tense=Past`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|Voice=Act`, `POS=DET\|PronType=Int`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Voice=Act`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `POS=NOUN`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=AUX\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=3\|Polarity=Neg`, `POS=VERB\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Voice=Act`, `Number=Plur,Sing\|POS=AUX\|Person=3\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=2\|Polarity=Neg`, `Number=Sing\|POS=ADJ\|Person=3\|PronType=Prs`, `Number=Plur\|POS=ADJ\|Person=3\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past`, `Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=1`, `Number=Sing\|POS=VERB\|Person=2`, `Number=Sing\|POS=NOUN\|Person=3`, `Number=Plur\|POS=VERB\|Person=2\|VerbForm=Part\|Voice=Act`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|Voice=Act`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Plur,Sing\|POS=VERB\|Person=3`, `Number=Plur\|POS=ADJ\|Person=2\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=3\|Voice=Act`, `Number=Sing\|POS=ADJ\|Person=1\|PronType=Prs`, `POS=VERB`, `Number=Sing\|POS=NOUN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg`, `Number=Plur\|POS=NOUN\|Person=3\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=1\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=2`, `Number=Sing\|POS=AUX\|Person=2`, `Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=NOUN\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Tense=Past`, `Number=Plur\|POS=ADJ\|Person=1\|PronType=Prs`, `Number=Sing\|POS=ADP`, `Number=Sing\|POS=PROPN\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Voice=Act`, `Number=Plur,Sing\|POS=AUX\|Person=3`, `Number=Sing\|POS=PUNCT\|Person=3`, `Number=Sing\|POS=ADJ\|Person=3`, `Number=Plur,Sing\|POS=NOUN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=AUX\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=ADJ\|Person=2\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=NOUN\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Number=Plur,Sing\|POS=NOUN\|Person=3`, `Number=Plur\|POS=VERB\|Person=2`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=2\|Voice=Act`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=AUX\|Person=3\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=INTJ\|Person=1\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Past`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=AUX\|Person=1`, `Number=Sing\|POS=PUNCT\|Person=1\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Voice=Act`, `Number=Sing\|POS=AUX\|Person=1\|Polarity=Neg`, `Number=Sing\|POS=PUNCT\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|VerbForm=Part\|Voice=Act`, `POS=DET\|PronType=Exc`, `Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Pass`, `Number=Plur,Sing\|POS=PRON\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=2\|Polarity=Neg\|VerbForm=Part\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=AUX\|Person=2\|Polarity=Neg`, `Number=Plur,Sing\|POS=PUNCT\|Person=1,3\|PronType=Prs`, `Number=Plur,Sing\|POS=PRON\|Person=1,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=PROPN\|Person=2\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=PUNCT\|Person=2\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=PUNCT\|Person=3`, `Number=Plur,Sing\|POS=PROPN\|Person=2\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1`, `Number=Plur,Sing\|POS=PUNCT\|Person=1\|PronType=Prs`, `Number=Plur,Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=2\|Tense=Past`, `Number=Plur,Sing\|POS=PROPN\|Person=1\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=1,2\|PronType=Prs`, `Number=Sing\|POS=AUX\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=VERB\|Person=1,2\|Polarity=Neg\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=ADJ\|Person=3`, `Number=Plur\|POS=VERB\|Person=3\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|Voice=Pass`, `Number=Sing\|POS=AUX\|Person=2\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Pres`, `Number=Plur,Sing\|POS=VERB\|Person=2`, `Number=Sing\|POS=VERB\|Person=1\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=2\|Tense=Past`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Person=2\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Past\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=AUX\|Person=1\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Voice=Act`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|Voice=Pass`, `Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `Number=Plur,Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Polarity=Neg\|Tense=Pres\|Voice=Act`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Sing\|POS=VERB\|Person=2\|Polarity=Neg\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=2\|Tense=Pres`, `Number=Sing\|POS=ADP\|Person=1\|PronType=Prs`, `POS=VERB\|Tense=Past\|Voice=Act`, `Number=Sing\|POS=PUNCT`, `Number=Sing\|POS=PRON\|Person=2,3\|PronType=Prs`, `Number=Plur\|POS=NUM`, `Number=Sing\|POS=PROPN\|Person=3\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=2,3\|PronType=Prs`, `Number=Plur\|POS=AUX\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Pass`, `Number=Plur,Sing\|POS=AUX\|Person=1,3\|PronType=Prs`, `Number=Plur,Sing\|POS=PUNCT\|Person=3\|PronType=Prs`, `Number=Sing\|POS=ADP\|Person=3\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Sing\|POS=AUX`, `Number=Sing\|POS=AUX\|Polarity=Neg`, `Number=Sing\|POS=PRON\|Person=2`, `Number=Plur,Sing\|POS=AUX\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Voice=Act`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Voice=Act`, `Number=Plur\|POS=ADJ\|Person=2`, `Number=Sing\|POS=NOUN\|Person=1`, `POS=VERB\|Tense=Past`, `Number=Plur\|POS=PUNCT\|Person=1\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `Number=Plur,Sing\|POS=PUNCT\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=2\|Tense=Pres`, `Number=Plur\|POS=AUX\|Person=3\|Tense=Pres`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Polarity=Neg\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg`, `Number=Sing\|POS=AUX\|Person=2\|Tense=Pres`, `POS=VERB\|Voice=Pass`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=VERB\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=SCONJ`, `Number=Sing\|POS=AUX\|Person=3\|Polarity=Neg\|Tense=Past`, `Number=Sing\|POS=VERB\|Person=1\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=ADJ\|Person=1`, `Number=Plur\|POS=PRON\|Person=2,3\|PronType=Prs`, `Number=Sing\|POS=VERB\|Tense=Past\|Voice=Act`, `Number=Plur\|POS=PROPN\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1,2\|PronType=Prs`, `Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Voice=Act`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres\|VerbForm=Fin`, `Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs`, `Number=Plur,Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Pres`, `Number=Sing\|POS=PRON\|Person=1,2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=3\|Polarity=Neg\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Plur\|POS=PROPN\|Person=2\|PronType=Prs`, `Number=Sing\|POS=VERB\|Person=1,2\|PronType=Prs`, `Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|Voice=Act`, `Number=Plur\|POS=VERB\|Person=1\|Voice=Pass`, `Number=Plur\|POS=VERB\|Person=2\|Voice=Pass`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Person=1\|Tense=Past` |
| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `compound:lvc`, `conj`, `cop`, `csubj`, `dep`, `det`, `fixed`, `flat:name`, `flat:num`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:arg`, `parataxis`, `punct`, `vocative`, `xcomp` |
| **`ner`** | `DAT`, `LOC`, `MON`, `ORG`, `PCT`, `PER`, `TIM` |
</details>
### Accuracy
| Type | Score |
| --- | --- |
| `TAG_ACC` | 95.96 |
| `POS_ACC` | 96.24 |
| `MORPH_ACC` | 96.29 |
| `LEMMA_ACC` | 97.91 |
| `DEP_UAS` | 89.69 |
| `DEP_LAS` | 85.15 |
| `SENTS_P` | 99.04 |
| `SENTS_R` | 99.45 |
| `SENTS_F` | 99.25 |
| `TOKEN_ACC` | 99.96 |
| `TOKEN_P` | 98.86 |
| `TOKEN_R` | 99.36 |
| `TOKEN_F` | 99.11 |
| `ENTS_P` | 77.67 |
| `ENTS_R` | 66.87 |
| `ENTS_F` | 71.87 |
Trained on UD_Persian-PerDT, licensed CC BY-SA 4.0; this pipeline is therefore distributed under CC BY-SA 4.0 with attribution to the treebank authors. The ner component is trained on the NER layer shipped in UD_Persian-PerDT's not-to-release/ directory, so it shares the treebank's genre, tokenization and licence. Those labels are SILVER: the treebank README states they were produced by the BERT-based Beheshti-NER tagger (Taher et al., 2020) with manual corrections to extend recall. They were transferred onto this pipeline's tokenization by difflib alignment at a 99.86% transfer rate (scripts/transfer_perdt_ner.py); spans that could not be aligned exactly were dropped rather than guessed. Labels PER, LOC, ORG and DAT have 1,300 or more training examples each; MON (205), TIM (135) and PCT (121) are thin and their scores in `performance.ents_per_type` should be read before relying on them. Multiword tokens (pronominal clitics, enclitic copulas) were merged with `spacy convert --merge-subtokens`, so a small number of XPOS tags are composite (e.g. N_IANM_PR_JOPER) and ~1.5% of lemmas contain a space. doc.noun_chunks under-fires on this pipeline: spacy/lang/fa/syntax_iterators.py matches ClearNLP labels that do not exist in Universal Dependencies, see docs/upstream/fa-noun-chunks.md.