Add SetFit model

README.md

@@ -31,7 +31,7 @@ model-index:
       split: test
     metrics:
     - type: accuracy
-      value: 0.5492537313432836
+      value: 0.7492537313432835
       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                                                                                                                                                                                                                                                                                                                                             |
-|:------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| 0     | <ul><li>'It wheels easily and holds 10-15 lbs without any problems.'</li><li>'VERY VERY crappy craftsmanship....I figured things would be made a little better.'</li><li>'and a small red leather zipper coin pouch and wanted something just for bills.'</li></ul>                                                                                  |
-| 1     | <ul><li>'For the price that this particular seller charged for this T-shirt, the material SHOULD be HEAVY-DUTY.'</li><li>'Just the right size, but wish it was a little taller in height.'</li><li>'had I known what I know now, I would have bought a large heating pad for $20, and then sewn up a removeable fleece pillowcase for it.'</li></ul> |
+| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
+|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| 1     | <ul><li>'I would have liked to have had some photos with this ebook, just for breaking up the monotony of the print.'</li><li>'Or if the copy was just the result of scanning the book badly ...thanks to amazon I got a refund but this edition should be taken down!...I am not sure about the good reviews, but Spanish is my first lanngauge and this is a terrible edition of a great book!'</li><li>'Must read but I wished the second book continued their story and not switch to another brother in his family!'</li></ul> |
+| 0     | <ul><li>'One problem: tried without success to change ear tip from large to small .'</li><li>"I would recommend this book to people that miss Breaking Bad and want to hear a fresh take on Jesse's life."</li><li>"How can I review on a product that I haven't gotten."</li></ul>                                                                                                                                                                                                                                                 |
 
 ## Evaluation
 
 ### Metrics
 | Label   | Accuracy |
 |:--------|:---------|
-| **all** | 0.5493   |
+| **all** | 0.7493   |
 
 ## Uses
 
@@ -123,9 +123,9 @@ preds = model("I wished it had the output on back instead of on the side.")
 ## Training Details
 
 ### Training Set Metrics
-| Training set | Min | Median  | Max |
-|:-------------|:----|:--------|:----|
-| Word count   | 10  | 18.4375 | 29  |
+| Training set | Min | Median | Max |
+|:-------------|:----|:-------|:----|
+| Word count   | 9   | 22.75  | 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    | 0.2026        | -               |
-| 0.625  | 50   | 0.0034        | -               |
+| 0.0125 | 1    | 0.2386        | -               |
+| 0.625  | 50   | 0.0033        | -               |
 
 ### Framework Versions
 - Python: 3.8.10

config_setfit.json

@@ -1,4 +1,4 @@
 {
-  "labels": null,
-  "normalize_embeddings": false
+  "normalize_embeddings": false,
+  "labels": null
 }

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a10c56ccefddfae151c28a2cfa6ad05be7c7c5c9750d0ad26f7fde7a83c3d6b
+oid sha256:7bcb7891170b811263c8daa48859b5428a04ba601706a38f566a7d0383ff62e4
 size 437967672

model_head.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4501f7d5f7cea0a62334f88c366f26d4a03c923a638ab3da666c2b9b421050a8
+oid sha256:78cc3441edf70b63e334714ec1ebee296af3ef279a1c062baa5c9e701d51426f
 size 6991