update model improvements

README.md

@@ -4,35 +4,35 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:40
+- dataset_size:41
 - loss:TripletLoss
 base_model: sentence-transformers/all-mpnet-base-v2
 widget:
-- source_sentence: howitzer arm quarterback
+- source_sentence: elite ball production DB
   sentences:
-  - opens and flips seamlessly to carry verticals while tracking ball
-  - deep balls die at 45 yards and force WRs to slow up
-  - flicks his wrist and sends 60-yard lasers in stride downfield
-- source_sentence: durability concerns prospect
+  - rarely gets his head around and allows catches in phase
+  - times his breaks and plucks interceptions away from receivers
+  - sprays throws and forces receivers to adjust behind them
+- source_sentence: vision and patience RB
   sentences:
-  - started every game for four straight seasons without issue
-  - missed significant time with repeated lower-body injuries
-  - first step flies off the line and shocks blockers
-- source_sentence: throws with effortless velocity
+  - hamstring tweaks kept him out of key practices each year
+  - gets impatient and bounces, resulting in no gain
+  - presses hole, forces defender to commit, then explodes through the gap
+- source_sentence: turn and run fluidity
   sentences:
   - overthrows wide-open seams and turf short hooks
-  - passes hang in the air and allow DBs to close
-  - ball jumps off his hand and arrives to tight windows before defenders react
-- source_sentence: elite athletic traits
-  sentences:
-  - drops hips and absorbs bull rushes without giving ground
-  - clocked a 4.34 forty and posted a 40″ vertical despite 240-lb frame
-  - testing numbers show average burst and straight-line speed
-- source_sentence: frequent stints on sideline
+  - effortlessly flips, locates, and finishes with secure hands
+  - tight lower half leads to contact catches
+- source_sentence: excellent run instincts
   sentences:
   - click-and-close burst plus natural hands yield PBUs
-  - left five games early due to nagging ankles
-  - ironman who played 95 % of snaps
+  - string of efficient decisions keeps offense on schedule
+  - hesitates and wastes steps, leading to tackles for loss
+- source_sentence: corner with fluid hips
+  sentences:
+  - opens and flips seamlessly to carry verticals while tracking ball
+  - praised for leadership and A+ character
+  - stiff in transition and loses body control at catch point
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -87,9 +87,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    'frequent stints on sideline',
-    'left five games early due to nagging ankles',
-    'ironman who played 95 % of snaps',
+    'corner with fluid hips',
+    'opens and flips seamlessly to carry verticals while tracking ball',
+    'stiff in transition and loses body control at catch point',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -143,19 +143,19 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 40 training samples
+* Size: 41 training samples
 * Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
-* Approximate statistics based on the first 40 samples:
+* Approximate statistics based on the first 41 samples:
   |         | sentence_0                                                                      | sentence_1                                                                        | sentence_2                                                                        |
   |:--------|:--------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
   | type    | string                                                                          | string                                                                            | string                                                                            |
-  | details | <ul><li>min: 5 tokens</li><li>mean: 6.53 tokens</li><li>max: 9 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 12.88 tokens</li><li>max: 20 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 11.22 tokens</li><li>max: 15 tokens</li></ul> |
+  | details | <ul><li>min: 4 tokens</li><li>mean: 6.46 tokens</li><li>max: 9 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 12.78 tokens</li><li>max: 20 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 11.17 tokens</li><li>max: 15 tokens</li></ul> |
 * Samples:
-  | sentence_0                                  | sentence_1                                                                         | sentence_2                                                              |
-  |:--------------------------------------------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------|
-  | <code>explosive lower body</code>           | <code>first step flies off the line and shocks blockers</code>                     | <code>lacks suddenness and is slow out of his stance</code>             |
-  | <code>technically sound route runner</code> | <code>sells stems with subtle head fakes and snaps off breaks at full speed</code> | <code>relies purely on speed and rounds off cuts</code>                 |
-  | <code>durability concerns prospect</code>   | <code>missed significant time with repeated lower-body injuries</code>             | <code>started every game for four straight seasons without issue</code> |
+  | sentence_0                                   | sentence_1                                                                               | sentence_2                                                       |
+  |:---------------------------------------------|:-----------------------------------------------------------------------------------------|:-----------------------------------------------------------------|
+  | <code>throws with effortless velocity</code> | <code>ball jumps off his hand and arrives to tight windows before defenders react</code> | <code>passes hang in the air and allow DBs to close</code>       |
+  | <code>persistent soft-tissue injuries</code> | <code>hamstring tweaks kept him out of key practices each year</code>                    | <code>has never appeared on the injury report</code>             |
+  | <code>injury prone track record</code>       | <code>three different surgeries in college raise red flags</code>                        | <code>medical checks came back clean with no missed games</code> |
 * Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
   ```json
   {

model.safetensors

@@ -1,3 +1,3 @@
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 size 437967672