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Netta1994
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setfit_baai_cybereason_gpt-4o_improved-cot-instructions_chat_few_shot_generated_remov

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Eval Results
Model card Files Community
Netta1994 commited on
Commit
72e9913
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1 Parent(s): 6726556

Add SetFit model

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Files changed (4) hide show
  1. README.md +28 -15
  2. config_setfit.json +2 -2
  3. model.safetensors +1 -1
  4. model_head.pkl +1 -1
README.md CHANGED
@@ -74,7 +74,7 @@ model-index:
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  split: test
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  metrics:
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  - type: accuracy
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- value: 0.6619718309859155
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  name: Accuracy
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  ---
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@@ -116,7 +116,7 @@ The model has been trained using an efficient few-shot learning technique that i
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  ### Metrics
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  | Label | Accuracy |
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  |:--------|:---------|
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- | **all** | 0.6620 |
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  ## Uses
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@@ -180,7 +180,7 @@ Evaluation:")
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  ### Training Hyperparameters
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  - batch_size: (16, 16)
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- - num_epochs: (1, 1)
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  - max_steps: -1
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  - sampling_strategy: oversampling
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  - num_iterations: 20
@@ -201,19 +201,32 @@ Evaluation:")
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  | Epoch | Step | Training Loss | Validation Loss |
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  |:------:|:----:|:-------------:|:---------------:|
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  | 0.0015 | 1 | 0.2012 | - |
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- | 0.0746 | 50 | 0.2574 | - |
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- | 0.1493 | 100 | 0.252 | - |
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  | 0.2239 | 150 | 0.2507 | - |
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- | 0.2985 | 200 | 0.2204 | - |
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- | 0.3731 | 250 | 0.1529 | - |
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- | 0.4478 | 300 | 0.0581 | - |
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- | 0.5224 | 350 | 0.0298 | - |
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- | 0.5970 | 400 | 0.0209 | - |
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- | 0.6716 | 450 | 0.0075 | - |
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- | 0.7463 | 500 | 0.0038 | - |
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- | 0.8209 | 550 | 0.0032 | - |
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- | 0.8955 | 600 | 0.003 | - |
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- | 0.9701 | 650 | 0.0027 | - |
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework Versions
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  - Python: 3.10.14
 
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  split: test
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  metrics:
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  - type: accuracy
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+ value: 0.676056338028169
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  name: Accuracy
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  ---
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  ### Metrics
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  | Label | Accuracy |
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  |:--------|:---------|
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+ | **all** | 0.6761 |
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  ## Uses
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  ### Training Hyperparameters
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  - batch_size: (16, 16)
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+ - num_epochs: (2, 2)
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  - max_steps: -1
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  - sampling_strategy: oversampling
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  - num_iterations: 20
 
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  | Epoch | Step | Training Loss | Validation Loss |
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  |:------:|:----:|:-------------:|:---------------:|
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  | 0.0015 | 1 | 0.2012 | - |
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+ | 0.0746 | 50 | 0.2564 | - |
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+ | 0.1493 | 100 | 0.2529 | - |
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  | 0.2239 | 150 | 0.2507 | - |
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+ | 0.2985 | 200 | 0.2237 | - |
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+ | 0.3731 | 250 | 0.1595 | - |
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+ | 0.4478 | 300 | 0.0502 | - |
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+ | 0.5224 | 350 | 0.0254 | - |
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+ | 0.5970 | 400 | 0.0094 | - |
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+ | 0.6716 | 450 | 0.0051 | - |
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+ | 0.7463 | 500 | 0.0028 | - |
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+ | 0.8209 | 550 | 0.003 | - |
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+ | 0.8955 | 600 | 0.0022 | - |
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+ | 0.9701 | 650 | 0.002 | - |
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+ | 1.0448 | 700 | 0.0018 | - |
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+ | 1.1194 | 750 | 0.0016 | - |
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+ | 1.1940 | 800 | 0.0015 | - |
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+ | 1.2687 | 850 | 0.0015 | - |
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+ | 1.3433 | 900 | 0.0015 | - |
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+ | 1.4179 | 950 | 0.0014 | - |
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+ | 1.4925 | 1000 | 0.0014 | - |
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+ | 1.5672 | 1050 | 0.0013 | - |
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+ | 1.6418 | 1100 | 0.0013 | - |
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+ | 1.7164 | 1150 | 0.0012 | - |
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+ | 1.7910 | 1200 | 0.0012 | - |
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+ | 1.8657 | 1250 | 0.0013 | - |
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+ | 1.9403 | 1300 | 0.0012 | - |
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  ### Framework Versions
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  - Python: 3.10.14
config_setfit.json CHANGED
@@ -1,4 +1,4 @@
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  {
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- "labels": null,
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- "normalize_embeddings": false
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  }
 
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+ "normalize_embeddings": false,
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+ "labels": null
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  }
model.safetensors CHANGED
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model_head.pkl CHANGED
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