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Chernoffface
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fs-setfit-multilable-model

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Model card Files Community
Chernoffface commited on
Commit
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1 Parent(s): 0eb71c7

Add SetFit model

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Files changed (5) hide show
  1. README.md +95 -80
  2. config.json +1 -1
  3. model.safetensors +1 -1
  4. model_head.pkl +1 -1
  5. tokenizer_config.json +0 -7
README.md CHANGED
@@ -22,7 +22,7 @@ widget:
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  - text: 'Wie entsteht überhaupt eine Ausstellung und in diesem Fall: eine, die weniger
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  auf den Wert des Originals als die Kreativität ihrer Besucher setzt?'
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  pipeline_tag: text-classification
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- inference: true
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  ---
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  # SetFit with sentence-transformers/paraphrase-mpnet-base-v2
@@ -126,85 +126,100 @@ preds = model("Grundlagen der Fachdidaktik Pädagogik")
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  ### Training Results
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  | Epoch | Step | Training Loss | Validation Loss |
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  |:------:|:----:|:-------------:|:---------------:|
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- | 0.0003 | 1 | 0.4461 | - |
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- | 0.0127 | 50 | 0.517 | - |
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- | 0.0254 | 100 | 0.3178 | - |
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- | 0.0380 | 150 | 0.0591 | - |
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- | 0.0507 | 200 | 0.0278 | - |
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- | 0.0634 | 250 | 0.0319 | - |
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- | 0.0761 | 300 | 0.0175 | - |
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- | 0.0888 | 350 | 0.0148 | - |
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- | 0.1014 | 400 | 0.0181 | - |
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- | 0.1141 | 450 | 0.0116 | - |
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- | 0.1268 | 500 | 0.0297 | - |
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- | 0.1395 | 550 | 0.0164 | - |
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- | 0.1522 | 600 | 0.0152 | - |
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- | 0.1648 | 650 | 0.0133 | - |
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- | 0.1775 | 700 | 0.0156 | - |
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- | 0.1902 | 750 | 0.0102 | - |
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- | 0.2029 | 800 | 0.0096 | - |
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- | 0.2156 | 850 | 0.0094 | - |
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- | 0.2283 | 900 | 0.0077 | - |
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- | 0.2409 | 950 | 0.0072 | - |
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- | 0.2536 | 1000 | 0.006 | - |
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- | 0.2663 | 1050 | 0.0098 | - |
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- | 0.2790 | 1100 | 0.0108 | - |
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- | 0.2917 | 1150 | 0.0078 | - |
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- | 0.3043 | 1200 | 0.0089 | - |
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- | 0.3170 | 1250 | 0.0059 | - |
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- | 0.3297 | 1300 | 0.0067 | - |
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- | 0.3424 | 1350 | 0.0136 | - |
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- | 0.3551 | 1400 | 0.004 | - |
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- | 0.3677 | 1450 | 0.0041 | - |
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- | 0.3804 | 1500 | 0.0081 | - |
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- | 0.3931 | 1550 | 0.0034 | - |
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- | 0.4058 | 1600 | 0.0056 | - |
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- | 0.4185 | 1650 | 0.0045 | - |
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- | 0.4311 | 1700 | 0.0035 | - |
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- | 0.4438 | 1750 | 0.0044 | - |
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- | 0.4565 | 1800 | 0.0042 | - |
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- | 0.4692 | 1850 | 0.0061 | - |
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- | 0.4819 | 1900 | 0.0073 | - |
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- | 0.4945 | 1950 | 0.0056 | - |
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- | 0.5072 | 2000 | 0.0048 | - |
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- | 0.5199 | 2050 | 0.0023 | - |
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- | 0.5326 | 2100 | 0.0036 | - |
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- | 0.5453 | 2150 | 0.0037 | - |
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- | 0.5580 | 2200 | 0.0048 | - |
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- | 0.5706 | 2250 | 0.0042 | - |
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- | 0.5833 | 2300 | 0.0065 | - |
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- | 0.5960 | 2350 | 0.0046 | - |
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- | 0.6087 | 2400 | 0.0056 | - |
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- | 0.6214 | 2450 | 0.0029 | - |
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- | 0.6340 | 2500 | 0.004 | - |
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- | 0.6467 | 2550 | 0.0019 | - |
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- | 0.6594 | 2600 | 0.0022 | - |
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- | 0.6721 | 2650 | 0.0021 | - |
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- | 0.6848 | 2700 | 0.0036 | - |
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- | 0.6974 | 2750 | 0.0013 | - |
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- | 0.7101 | 2800 | 0.001 | - |
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- | 0.7228 | 2850 | 0.004 | - |
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- | 0.7355 | 2900 | 0.0025 | - |
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- | 0.7482 | 2950 | 0.0012 | - |
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- | 0.7608 | 3000 | 0.0011 | - |
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- | 0.7735 | 3050 | 0.001 | - |
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- | 0.7862 | 3100 | 0.0008 | - |
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- | 0.7989 | 3150 | 0.0014 | - |
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- | 0.8116 | 3200 | 0.0041 | - |
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- | 0.8242 | 3250 | 0.0019 | - |
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- | 0.8369 | 3300 | 0.0025 | - |
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- | 0.8496 | 3350 | 0.0013 | - |
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- | 0.8623 | 3400 | 0.0017 | - |
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- | 0.8750 | 3450 | 0.0021 | - |
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- | 0.8876 | 3500 | 0.0013 | - |
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- | 0.9003 | 3550 | 0.0016 | - |
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- | 0.9130 | 3600 | 0.0041 | - |
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- | 0.9257 | 3650 | 0.0037 | - |
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- | 0.9384 | 3700 | 0.0012 | - |
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- | 0.9511 | 3750 | 0.0022 | - |
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- | 0.9637 | 3800 | 0.003 | - |
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- | 0.9764 | 3850 | 0.0026 | - |
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- | 0.9891 | 3900 | 0.0027 | - |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework Versions
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  - Python: 3.12.3
 
22
  - text: 'Wie entsteht überhaupt eine Ausstellung und in diesem Fall: eine, die weniger
23
  auf den Wert des Originals als die Kreativität ihrer Besucher setzt?'
24
  pipeline_tag: text-classification
25
+ inference: false
26
  ---
27
 
28
  # SetFit with sentence-transformers/paraphrase-mpnet-base-v2
 
126
  ### Training Results
127
  | Epoch | Step | Training Loss | Validation Loss |
128
  |:------:|:----:|:-------------:|:---------------:|
129
+ | 0.0003 | 1 | 0.2958 | - |
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+ | 0.0127 | 50 | 0.2471 | - |
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+ | 0.0254 | 100 | 0.1602 | - |
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+ | 0.0380 | 150 | 0.0884 | - |
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+ | 0.0507 | 200 | 0.056 | - |
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+ | 0.0634 | 250 | 0.0465 | - |
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+ | 0.0761 | 300 | 0.0431 | - |
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+ | 0.0888 | 350 | 0.0285 | - |
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+ | 0.1014 | 400 | 0.0224 | - |
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+ | 0.1141 | 450 | 0.0281 | - |
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+ | 0.1268 | 500 | 0.024 | - |
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+ | 0.1395 | 550 | 0.0271 | - |
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+ | 0.1522 | 600 | 0.0223 | - |
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+ | 0.1648 | 650 | 0.0314 | - |
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+ | 0.1775 | 700 | 0.0213 | - |
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+ | 0.0003 | 1 | 0.0019 | - |
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+ | 0.0127 | 50 | 0.0184 | - |
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+ | 0.0254 | 100 | 0.0232 | - |
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+ | 0.0380 | 150 | 0.0138 | - |
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+ | 0.0507 | 200 | 0.0165 | - |
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+ | 0.0634 | 250 | 0.0179 | - |
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+ | 0.0761 | 300 | 0.0133 | - |
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+ | 0.0888 | 350 | 0.0117 | - |
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+ | 0.1014 | 400 | 0.0093 | - |
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+ | 0.1141 | 450 | 0.0091 | - |
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+ | 0.1268 | 500 | 0.0153 | - |
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+ | 0.1395 | 550 | 0.0194 | - |
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+ | 0.1522 | 600 | 0.0129 | - |
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+ | 0.1648 | 650 | 0.0138 | - |
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+ | 0.1775 | 700 | 0.0166 | - |
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+ | 0.1902 | 750 | 0.0169 | - |
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+ | 0.2029 | 800 | 0.0202 | - |
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+ | 0.2156 | 850 | 0.0186 | - |
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+ | 0.2283 | 900 | 0.0128 | - |
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+ | 0.2409 | 950 | 0.0206 | - |
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+ | 0.2536 | 1000 | 0.0201 | - |
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+ | 0.2663 | 1050 | 0.0152 | - |
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+ | 0.2790 | 1100 | 0.0178 | - |
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+ | 0.2917 | 1150 | 0.0166 | - |
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+ | 0.3043 | 1200 | 0.0139 | - |
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+ | 0.3170 | 1250 | 0.0098 | - |
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+ | 0.3297 | 1300 | 0.0092 | - |
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+ | 0.3424 | 1350 | 0.0118 | - |
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+ | 0.3551 | 1400 | 0.0173 | - |
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+ | 0.3677 | 1450 | 0.0131 | - |
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+ | 0.3804 | 1500 | 0.0151 | - |
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+ | 0.3931 | 1550 | 0.0127 | - |
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+ | 0.4058 | 1600 | 0.0142 | - |
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+ | 0.4185 | 1650 | 0.0156 | - |
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+ | 0.4311 | 1700 | 0.0068 | - |
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+ | 0.4438 | 1750 | 0.0136 | - |
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+ | 0.4565 | 1800 | 0.0124 | - |
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+ | 0.4692 | 1850 | 0.0104 | - |
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+ | 0.4819 | 1900 | 0.0159 | - |
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+ | 0.4945 | 1950 | 0.0109 | - |
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+ | 0.5072 | 2000 | 0.011 | - |
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+ | 0.5199 | 2050 | 0.0123 | - |
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+ | 0.5326 | 2100 | 0.0087 | - |
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+ | 0.5453 | 2150 | 0.0081 | - |
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+ | 0.5580 | 2200 | 0.0072 | - |
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+ | 0.5706 | 2250 | 0.0099 | - |
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+ | 0.5833 | 2300 | 0.0137 | - |
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+ | 0.5960 | 2350 | 0.0094 | - |
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+ | 0.6087 | 2400 | 0.0165 | - |
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+ | 0.6214 | 2450 | 0.0066 | - |
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+ | 0.6340 | 2500 | 0.0123 | - |
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+ | 0.6467 | 2550 | 0.0087 | - |
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+ | 0.6594 | 2600 | 0.0101 | - |
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+ | 0.6721 | 2650 | 0.0099 | - |
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+ | 0.6848 | 2700 | 0.0157 | - |
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+ | 0.6974 | 2750 | 0.0066 | - |
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+ | 0.7101 | 2800 | 0.0098 | - |
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+ | 0.7228 | 2850 | 0.0102 | - |
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+ | 0.7355 | 2900 | 0.0112 | - |
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+ | 0.7482 | 2950 | 0.0137 | - |
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+ | 0.7608 | 3000 | 0.0096 | - |
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+ | 0.7735 | 3050 | 0.013 | - |
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+ | 0.7862 | 3100 | 0.0116 | - |
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+ | 0.7989 | 3150 | 0.0102 | - |
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+ | 0.8116 | 3200 | 0.0115 | - |
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+ | 0.8242 | 3250 | 0.0133 | - |
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+ | 0.8369 | 3300 | 0.0065 | - |
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+ | 0.8496 | 3350 | 0.0117 | - |
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+ | 0.8623 | 3400 | 0.0078 | - |
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+ | 0.8750 | 3450 | 0.0099 | - |
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+ | 0.8876 | 3500 | 0.0095 | - |
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+ | 0.9003 | 3550 | 0.0119 | - |
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+ | 0.9130 | 3600 | 0.008 | - |
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+ | 0.9257 | 3650 | 0.0107 | - |
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+ | 0.9384 | 3700 | 0.0066 | - |
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+ | 0.9511 | 3750 | 0.006 | - |
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+ | 0.9637 | 3800 | 0.0081 | - |
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+ | 0.9764 | 3850 | 0.0076 | - |
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+ | 0.9891 | 3900 | 0.009 | - |
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  ### Framework Versions
225
  - Python: 3.12.3
config.json CHANGED
@@ -1,5 +1,5 @@
1
  {
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- "_name_or_path": "Chernoffface/fs-setfit-multilable-model",
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  "architectures": [
4
  "MPNetModel"
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  ],
 
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  {
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+ "_name_or_path": "sentence-transformers/paraphrase-mpnet-base-v2",
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  "architectures": [
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  "MPNetModel"
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  ],
model.safetensors CHANGED
@@ -1,3 +1,3 @@
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  size 437967672
 
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  version https://git-lfs.github.com/spec/v1
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  size 437967672
model_head.pkl CHANGED
@@ -1,3 +1,3 @@
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  version https://git-lfs.github.com/spec/v1
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  size 72196
 
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  size 72196
tokenizer_config.json CHANGED
@@ -48,19 +48,12 @@
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  "do_lower_case": true,
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  "eos_token": "</s>",
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  "mask_token": "<mask>",
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- "max_length": 512,
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  "model_max_length": 512,
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  "never_split": null,
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- "pad_to_multiple_of": null,
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  "pad_token": "<pad>",
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- "pad_token_type_id": 0,
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- "padding_side": "right",
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  "sep_token": "</s>",
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- "stride": 0,
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  "strip_accents": null,
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  "tokenize_chinese_chars": true,
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  "tokenizer_class": "MPNetTokenizer",
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- "truncation_side": "right",
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- "truncation_strategy": "longest_first",
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  "unk_token": "[UNK]"
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  }
 
48
  "do_lower_case": true,
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  "eos_token": "</s>",
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  "mask_token": "<mask>",
 
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  "model_max_length": 512,
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  "never_split": null,
 
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  "pad_token": "<pad>",
 
 
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  "sep_token": "</s>",
 
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  "strip_accents": null,
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  "tokenize_chinese_chars": true,
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  "tokenizer_class": "MPNetTokenizer",
 
 
58
  "unk_token": "[UNK]"
59
  }