Added all-miniLM-l6-v2 transformer fine-tuned on synonyms

README.md

@@ -20,17 +20,6 @@ A fine-tuned SentenceTransformer model specialized for finding synonyms and rela
 This model is fine-tuned from `sentence-transformers/all-MiniLM-L6-v2` specifically for automotive parts synonym detection. It can identify when different part names refer to the same or similar components.
 
 **Base Model:** `sentence-transformers/all-MiniLM-L6-v2`  
-**Output Dimensions:** 384  
-**Max Sequence Length:** 256 tokens  
-
-## Intended Use
-
-- **Primary:** Finding synonymous automotive parts and service terms
-- **Secondary:** Semantic search for automotive repair descriptions
-- **Examples:**
-  - "Drive Motor" ↔ "gear motor"
-  - "install new Actuator Switch" ↔ "replace fan switch"
-  - "TXV Valve" ↔ "Expansion Valve"
 
 ## Training Details
 
@@ -41,16 +30,17 @@ This model is fine-tuned from `sentence-transformers/all-MiniLM-L6-v2` specifica
 
 **Loss Function:** OnlineContrastiveLoss with varying margins (0.6 → 0.4 → 0.4)  
 **Training Data:** Automotive parts synonym/antonym pairs with contextual repair descriptions  
-**LoRA:** Used for parameter-efficient fine-tuning (r=16, alpha=16)
 
 ## Performance
 
-Evaluated on STS-B and MTB datasets:
+Evaluated on 15-state synonyms phrases, deepseek general queries, STS-B and MTB datasets:
+- **Top-200 Synonym Recall** 15251/15330 (99.5%)
+- **MRR@200** 0.6454
+- **Top-200 Deepseek Recall** 140633/142325 (98.8%)
+- **MRR@200** 0.4401
 - **STS-B Spearman:** 0.867
 - **MTB Spearman:** 0.724
 
 ## Limitations
-
 - Optimized specifically for automotive parts and repair terminology
-- May not perform well on general-domain text
-- Best results on short phrases (3-10 tokens) typical of part names
+- May not perform well on general-domain text