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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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- en |
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widget: |
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- text: "Light dissolved inorganic carbon (DIC) resulting from the oxidation of hydrocarbons." |
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- text: "RAFs are plotted for a selection of neurons in the dorsal zone (DZ) of auditory cortex in Figure 1." |
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- text: "Images were acquired using a GE 3.0T MRI scanner with an upgrade for echo-planar imaging (EPI)." |
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model-index: |
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- name: en_abbreviation_detection_roberta_lar |
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results: |
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- task: |
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name: AbbreviationDetection |
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type: token-classification |
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metrics: |
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- name: Precision |
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type: precision |
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value: 0.9611772641 |
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- name: Recall |
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type: recall |
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value: 0.9446958783 |
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- name: F Score |
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type: f_score |
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value: 0.9528653083 |
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--- |
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| Feature | Description | |
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| --- | --- | |
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| **Name** | `en_abbreviation_detection_roberta_lar` | |
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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** | `transformer`, `abbreviationDetection` | |
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| **Components** | `transformer`, `abbreviationDetection` | |
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| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | |
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| **Sources** | PLOSDataset-LREC22-Submitted | |
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| **License** | cc-by-sa-4.0 | |
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| **Author** | [Diptesh Kanojia](https://dipteshkanojia.github.io) | |
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### Label Scheme |
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<details> |
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<summary>View label scheme (3 labels for 1 components)</summary> |
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| Component | Labels | |
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| --- | --- | |
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| **`abbreviationDetection`** | `AC`, `LF`, `O` | |
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</details> |
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### Accuracy |
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| Type | Score | |
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| --- | --- | |
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| `ENTS_F` | 95.29 | |
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| `ENTS_P` | 96.12 | |
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| `ENTS_R` | 94.47 | |
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| `TRANSFORMER_LOSS` | 287952.16 | |
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| `NER_LOSS` | 608954.79 | |
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