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aift-model-review-multiple-label-classification

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  1. README.md +12 -12
  2. config.json +16 -14
  3. model.safetensors +2 -2
  4. training_args.bin +1 -1
README.md CHANGED
@@ -15,8 +15,8 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 2.1529
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- - Accuracy Thresh: 0.9374
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  ## Model description
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@@ -48,16 +48,16 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy Thresh |
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  |:-------------:|:-----:|:----:|:---------------:|:---------------:|
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- | 1.7187 | 1.0 | 845 | 0.8176 | 0.8261 |
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- | 0.7417 | 2.0 | 1690 | 0.7961 | 0.8918 |
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- | 0.5647 | 3.0 | 2535 | 0.9633 | 0.9031 |
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- | 0.441 | 4.0 | 3380 | 1.1189 | 0.9162 |
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- | 0.3397 | 5.0 | 4225 | 1.4119 | 0.9260 |
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- | 0.2637 | 6.0 | 5070 | 1.8281 | 0.9270 |
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- | 0.2387 | 7.0 | 5915 | 1.8851 | 0.9309 |
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- | 0.1711 | 8.0 | 6760 | 1.8036 | 0.9349 |
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- | 0.1723 | 9.0 | 7605 | 2.1980 | 0.9373 |
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- | 0.1573 | 10.0 | 8450 | 2.1529 | 0.9374 |
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  ### Framework versions
 
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  This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 1.1569
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+ - Accuracy Thresh: 0.8636
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  ## Model description
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy Thresh |
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  |:-------------:|:-----:|:----:|:---------------:|:---------------:|
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+ | No log | 1.0 | 70 | 2.6518 | 0.3893 |
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+ | No log | 2.0 | 140 | 1.6987 | 0.6300 |
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+ | No log | 3.0 | 210 | 1.3761 | 0.7193 |
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+ | No log | 4.0 | 280 | 1.2348 | 0.7807 |
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+ | No log | 5.0 | 350 | 1.1667 | 0.8279 |
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+ | No log | 6.0 | 420 | 1.1763 | 0.8393 |
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+ | No log | 7.0 | 490 | 1.1202 | 0.8450 |
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+ | 1.8776 | 8.0 | 560 | 1.1149 | 0.8521 |
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+ | 1.8776 | 9.0 | 630 | 1.1348 | 0.8600 |
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+ | 1.8776 | 10.0 | 700 | 1.1569 | 0.8636 |
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  ### Framework versions
config.json CHANGED
@@ -11,25 +11,27 @@
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  "id2label": {
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  "0": "ads",
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  "1": "bugs",
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- "2": "graphic",
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- "3": "gameplay",
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- "4": "others",
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- "5": "request",
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- "6": "neutral",
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- "7": "negative",
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- "8": "positive"
 
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  },
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  "initializer_range": 0.02,
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  "label2id": {
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  "ads": 0,
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  "bugs": 1,
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- "gameplay": 3,
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- "graphic": 2,
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- "negative": 7,
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- "neutral": 6,
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- "others": 4,
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- "positive": 8,
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- "request": 5
 
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  },
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  "max_position_embeddings": 512,
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  "model_type": "distilbert",
 
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  "id2label": {
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  "0": "ads",
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  "1": "bugs",
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+ "2": "positive",
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+ "3": "negative",
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+ "4": "graphic",
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+ "5": "gameplay",
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+ "6": "request",
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+ "7": "neutral",
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+ "8": "feedback",
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+ "9": "others"
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  },
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  "initializer_range": 0.02,
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  "label2id": {
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  "ads": 0,
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  "bugs": 1,
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+ "feedback": 8,
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+ "gameplay": 5,
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+ "graphic": 4,
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+ "negative": 3,
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+ "neutral": 7,
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+ "others": 9,
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+ "positive": 2,
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+ "request": 6
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  },
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  "max_position_embeddings": 512,
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  "model_type": "distilbert",
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