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--- |
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tags: |
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- spacy |
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- token-classification |
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language: |
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- vi |
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license: cc-by-sa-4.0 |
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model-index: |
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- name: vi_udv25_vietnamesevtb_trf |
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results: |
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- task: |
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name: TAG |
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type: token-classification |
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metrics: |
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- name: TAG (XPOS) Accuracy |
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type: accuracy |
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value: 0.8805048216 |
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- task: |
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name: POS |
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type: token-classification |
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metrics: |
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- name: POS (UPOS) Accuracy |
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type: accuracy |
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value: 0.9018631331 |
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- task: |
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name: MORPH |
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type: token-classification |
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metrics: |
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- name: Morph (UFeats) Accuracy |
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type: accuracy |
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value: 0.9695345305 |
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- task: |
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name: LEMMA |
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type: token-classification |
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metrics: |
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- name: Lemma Accuracy |
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type: accuracy |
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value: 0.8934519139 |
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- task: |
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name: UNLABELED_DEPENDENCIES |
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type: token-classification |
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metrics: |
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- name: Unlabeled Attachment Score (UAS) |
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type: f_score |
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value: 0.6807696182 |
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- task: |
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name: LABELED_DEPENDENCIES |
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type: token-classification |
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metrics: |
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- name: Labeled Attachment Score (LAS) |
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type: f_score |
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value: 0.6063552526 |
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- task: |
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name: SENTS |
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type: token-classification |
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metrics: |
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- name: Sentences F-Score |
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type: f_score |
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value: 0.943275972 |
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--- |
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UD v2.5 benchmarking pipeline for UD_Vietnamese-VTB |
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| Feature | Description | |
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| --- | --- | |
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| **Name** | `vi_udv25_vietnamesevtb_trf` | |
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| **Version** | `0.0.1` | |
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| **spaCy** | `>=3.2.1,<3.3.0` | |
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| **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` | |
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| **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` | |
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| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | |
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| **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) | |
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| **License** | `CC BY-SA 4.0` | |
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| **Author** | [Explosion](https://explosion.ai) | |
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### Label Scheme |
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<details> |
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<summary>View label scheme (81 labels for 6 components)</summary> |
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| Component | Labels | |
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| --- | --- | |
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| **`experimental_char_ner_tokenizer`** | `TOKEN` | |
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| **`senter`** | `I`, `S` | |
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| **`tagger`** | `!`, `"`, `,`, `-`, `.`, `...`, `:`, `;`, `?`, `@`, `A`, `C`, `CC`, `E`, `I`, `L`, `LBKT`, `M`, `N`, `NP`, `Nb`, `Nc`, `Np`, `Nu`, `Ny`, `P`, `R`, `RBKT`, `T`, `V`, `VP`, `X`, `Y`, `Z` | |
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| **`morphologizer`** | `POS=NOUN`, `POS=ADP`, `POS=X\|Polarity=Neg`, `POS=VERB`, `POS=ADJ`, `POS=PUNCT`, `POS=X`, `POS=SCONJ`, `NumType=Card\|POS=NUM`, `POS=DET`, `POS=CCONJ`, `POS=PROPN`, `POS=AUX`, `POS=PART`, `POS=INTJ` | |
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| **`parser`** | `ROOT`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `iobj`, `list`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` | |
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| **`experimental_edit_tree_lemmatizer`** | `0` | |
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</details> |
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### Accuracy |
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| Type | Score | |
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| --- | --- | |
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| `TOKEN_F` | 87.90 | |
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| `TOKEN_P` | 86.84 | |
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| `TOKEN_R` | 89.00 | |
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| `TOKEN_ACC` | 98.42 | |
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| `SENTS_F` | 94.33 | |
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| `SENTS_P` | 96.23 | |
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| `SENTS_R` | 92.50 | |
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| `TAG_ACC` | 88.05 | |
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| `POS_ACC` | 90.19 | |
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| `MORPH_ACC` | 96.95 | |
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| `DEP_UAS` | 68.08 | |
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| `DEP_LAS` | 60.64 | |
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| `LEMMA_ACC` | 89.35 | |
