Update README.md

README.md

@@ -193,45 +193,13 @@ You can finetune this model on your own dataset.
   }
   ```
 
-### Evaluation Dataset
+### Evaluation
 
-#### triplet
+![medical](medical.png)
+![redis](redis.png)
+![quora](quora.png)
+![negation](negation.png)
 
-* Dataset: triplet
-* Size: 7,267 evaluation samples
-* Columns: <code>anchor</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, and <code>negative_3</code>
-* Approximate statistics based on the first 1000 samples:
-  |         | anchor                                                                            | positive                                                                          | negative_1                                                                         | negative_2                                                                        | negative_3                                                                         |
-  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
-  | type    | string                                                                            | string                                                                            | string                                                                             | string                                                                            | string                                                                             |
-  | details | <ul><li>min: 6 tokens</li><li>mean: 13.62 tokens</li><li>max: 46 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 13.58 tokens</li><li>max: 39 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 18.32 tokens</li><li>max: 107 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 18.1 tokens</li><li>max: 174 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 18.26 tokens</li><li>max: 172 tokens</li></ul> |
-* Samples:
-  | anchor                                                                              | positive                                                       | negative_1                                                                                      | negative_2                                                                                                                                                                                      | negative_3                                                                          |
-  |:------------------------------------------------------------------------------------|:---------------------------------------------------------------|:------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
-  | <code>How do I make friends in office?</code>                                       | <code>How can I make friends in office?</code>                 | <code>How do I lose friends in office?</code>                                                   | <code>How do I lose enemies in office?</code>                                                                                                                                                   | <code>I already have plenty of friends at work.</code>                              |
-  | <code>Is it good to do MBA after Engineering?</code>                                | <code>Is it necessary to do MBA after Engineering?</code>      | <code>Is learning to code essential for a successful marketing career?</code>                   | <code>Not necessarily; an MBA isn't *always* the best next step after engineering – practical experience or specialized master's degrees can be more valuable depending on career goals.</code> | <code>Is it bad to do MBA after Engineering?</code>                                 |
-  | <code>How I should fix my computer while it is showing no boot device found?</code> | <code>How do I fix the "Boot device not found" problem?</code> | <code>My computer is booting normally and does not have any issues with the boot device.</code> | <code>I should not fix my computer while it is showing no boot device found.</code>                                                                                                             | <code>When will I break my phone while it is showing full boot device found?</code> |
-* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
-  ```json
-  {
-      "loss": "CachedMultipleNegativesRankingLoss",
-      "matryoshka_dims": [
-          768,
-          512,
-          256,
-          128,
-          64
-      ],
-      "matryoshka_weights": [
-          1,
-          1,
-          1,
-          1,
-          1
-      ],
-      "n_dims_per_step": -1
-  }
-  ```
 
 ### Training Hyperparameters
 #### Non-Default Hyperparameters