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Add SetFit ABSA model

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Files changed (2) hide show
  1. README.md +31 -3
  2. config_setfit.json +3 -3
README.md CHANGED
@@ -22,6 +22,13 @@ widget:
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  I always recommend that friends make a reservation if they're going to be in town.
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  metrics:
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  - accuracy
 
 
 
 
 
 
 
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  pipeline_tag: text-classification
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  library_name: setfit
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  inference: false
@@ -40,6 +47,27 @@ model-index:
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  - type: accuracy
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  value: 0.8539823008849557
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  name: Accuracy
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  # SetFit Aspect Model with sentence-transformers/all-MiniLM-L6-v2
@@ -87,9 +115,9 @@ This model was trained within the context of a larger system for ABSA, which loo
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  ## Evaluation
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  ### Metrics
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- | Label | Accuracy |
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- |:--------|:---------|
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- | **all** | 0.8540 |
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  ## Uses
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  I always recommend that friends make a reservation if they're going to be in town.
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  metrics:
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  - accuracy
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+ - f1_micro
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+ - f1_macro
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+ - f1_weighted
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+ - precision_micro
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+ - precision_macro
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+ - recall_micro
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+ - recall_macro
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  pipeline_tag: text-classification
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  library_name: setfit
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  inference: false
 
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  - type: accuracy
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  value: 0.8539823008849557
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  name: Accuracy
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+ - type: f1_micro
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+ value: 0.8539823008849557
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+ name: F1_Micro
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+ - type: f1_macro
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+ value: 0.8479541701494363
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+ name: F1_Macro
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+ - type: f1_weighted
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+ value: 0.8517050070515373
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+ name: F1_Weighted
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+ - type: precision_micro
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+ value: 0.8539823008849557
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+ name: Precision_Micro
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+ - type: precision_macro
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+ value: 0.8644139566395663
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+ name: Precision_Macro
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+ - type: recall_micro
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+ value: 0.8539823008849557
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+ name: Recall_Micro
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+ - type: recall_macro
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+ value: 0.8422413107452478
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+ name: Recall_Macro
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  ---
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  # SetFit Aspect Model with sentence-transformers/all-MiniLM-L6-v2
 
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  ## Evaluation
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  ### Metrics
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+ | Label | Accuracy | F1_Micro | F1_Macro | F1_Weighted | Precision_Micro | Precision_Macro | Recall_Micro | Recall_Macro |
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+ |:--------|:---------|:---------|:---------|:------------|:----------------|:----------------|:-------------|:-------------|
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+ | **all** | 0.8540 | 0.8540 | 0.8480 | 0.8517 | 0.8540 | 0.8644 | 0.8540 | 0.8422 |
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  ## Uses
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config_setfit.json CHANGED
@@ -1,9 +1,9 @@
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  {
 
 
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  "span_context": 0,
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  "labels": [
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  "no aspect",
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  "aspect"
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- ],
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- "spacy_model": "en_core_web_lg",
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- "normalize_embeddings": false
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  }
 
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  {
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+ "normalize_embeddings": false,
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+ "spacy_model": "en_core_web_lg",
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  "span_context": 0,
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  "labels": [
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  "no aspect",
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  "aspect"
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+ ]
 
 
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  }