Add SetFit model

README.md

@@ -31,7 +31,7 @@ model-index:
       split: test
     metrics:
     - type: accuracy
-      value: 0.6701492537313433
+      value: 0.7283582089552239
       name: Accuracy
 ---
 
@@ -63,17 +63,17 @@ The model has been trained using an efficient few-shot learning technique that i
 - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
 
 ### Model Labels
-| Label | Examples                                                                                                                                                                                                                                                                                                                 |
-|:------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| 1     | <ul><li>"If harder wood would have been used this would not be an issue, and it's the jig's biggest design flaw IMO...very disappointing."</li><li>'I felt the books could have been condensed into two or even one.'</li><li>'Should have an option for a big bigger though.'</li></ul>                                 |
-| 0     | <ul><li>'But all in all they provide a box within which I can place my books on a shelf in the garage without worry.'</li><li>'The only drawback for me is that there should be a slightly larger earbud with these.'</li><li>'I just wanted something to protect my chair while my furry friend sat with me!'</li></ul> |
+| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
+|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| 0     | <ul><li>'Well, I wore these under my dress and I must say they fit well and I received several compliments .'</li><li>'Gildan makes a sweatshirt as they should be made.'</li><li>'It is very pretty except for the dark color of the felt that was provided for the reindeer.'</li></ul>                                                                                                                                                                                                 |
+| 1     | <ul><li>'If it had a weighted bottom I would have given it 4/5 stars.'</li><li>"I can definitely wear a t-shirt over this bra without the bra showing, but I wish it were padded so nipples don't show through shirts that are more fitted."</li><li>'"But oddly enough, the bottoms are a little too loose in the waist (37\\) and could have used another inch or two in the inseam ( I normally take a 35\\"" or 36\\"" in jeans, depending on the brand if this helps)."""'</li></ul> |
 
 ## Evaluation
 
 ### Metrics
 | Label   | Accuracy |
 |:--------|:---------|
-| **all** | 0.6701   |
+| **all** | 0.7284   |
 
 ## Uses
 
@@ -125,7 +125,7 @@ preds = model("I wished it had the output on back instead of on the side.")
 ### Training Set Metrics
 | Training set | Min | Median | Max |
 |:-------------|:----|:-------|:----|
-| Word count   | 9   | 16.375 | 26  |
+| Word count   | 9   | 21.875 | 50  |
 
 | Label | Training Sample Count |
 |:------|:----------------------|
@@ -153,8 +153,8 @@ preds = model("I wished it had the output on back instead of on the side.")
 ### Training Results
 | Epoch  | Step | Training Loss | Validation Loss |
 |:------:|:----:|:-------------:|:---------------:|
-| 0.0125 | 1    | 0.208         | -               |
-| 0.625  | 50   | 0.0007        | -               |
+| 0.0125 | 1    | 0.2688        | -               |
+| 0.625  | 50   | 0.0015        | -               |
 
 ### Framework Versions
 - Python: 3.8.10

model.safetensors

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model_head.pkl

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