readme: ---
  tags:
  - spacy
  - token-classification
  language:
  - en
  widget:
  - text: "Light dissolved inorganic carbon (DIC) resulting from the oxidation of hydrocarbons."
  - text: "RAFs are plotted for a selection of neurons in the dorsal zone (DZ) of auditory cortex in Figure 1."
  - text: "Images were acquired using a GE 3.0T MRI scanner with an upgrade for echo-planar imaging (EPI)."
  model-index:
  - name: en_abbreviation_detection_roberta_lar
    results:
    - task:
        name: AbbreviationDetection
        type: token-classification
      metrics:
      - name: Precision
        type: precision
        value: 0.9611772641
      - name: Recall
        type: recall
        value: 0.9446958783
      - name: F Score
        type: f_score
        value: 0.9528653083
  ---
  | Feature | Description |
  | --- | --- |
  | **Name** | `en_abbreviation_detection_roberta_lar` |
  | **Version** | `0.0.1` |
  | **spaCy** | `>=3.2.1,<3.3.0` |
  | **Default Pipeline** | `transformer`, `abbreviationDetection` |
  | **Components** | `transformer`, `abbreviationDetection` |
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
  | **Sources** | PLOSDataset-LREC22-Submitted |
  | **License** | cc-by-sa-4.0 |
  | **Author** | [Diptesh Kanojia](https://dipteshkanojia.github.io) |
  
  ### Label Scheme
  
  <details>
  
  <summary>View label scheme (3 labels for 1 components)</summary>
  
  | Component | Labels |
  | --- | --- |
  | **`abbreviationDetection`** | `AC`, `LF`, `O` |
  
  </details>
  
  ### Accuracy
  
  | Type | Score |
  | --- | --- |
  | `ENTS_F` | 95.29 |
  | `ENTS_P` | 96.12 |
  | `ENTS_R` | 94.47 |
  | `TRANSFORMER_LOSS` | 287952.16 |
  | `NER_LOSS` | 608954.79 |
  