Update README.md

README.md

@@ -11,37 +11,15 @@ model-index:
   results: []
 ---
 
-OMA, OneManArmy presents, `una-neural-chat-v3-3` **PHASE 2**. Powered by UNA (Uniform Neural Alignment), using zephyr trainer, allenai/ultrafeedback cleaned.. and JUST THAT.
+# una-neural-chat-v3-3-phase2
+
+OMA, OneManArmy proudly presents, `una-neural-chat-v3-3` **PHASE 2**. Powered by UNA (Uniform Neural Alignment), using zephyr trainer, allenai/ultrafeedback cleaned.. and JUST THAT.
 Outperforming its base model, not adding any data.. just UNA Algorythm on Transformers Lib.
 UNA Settings:
 * MLP : 0.05
 * ATT : 0.03
 * LNOR : 0.02
 
-# una-neural-chat-v3-3-phase2
-
-This model is a fine-tuned version of [Intel/neural-chat-7b-v3-3](https://huggingface.co/Intel/neural-chat-7b-v3-3) on the allenai/ultrafeedback_binarized_cleaned dataset.
-It achieves the following results on the evaluation set:
-- Loss: 0.4524
-- Rewards/chosen: -0.7101
-- Rewards/rejected: -2.0953
-- Rewards/accuracies: 0.7831
-- Rewards/margins: 1.3852
-- Logps/rejected: -321.5471
-- Logps/chosen: -327.5048
-- Logits/rejected: -2.6445
-- Logits/chosen: -2.6674
-
-### Training results
-
-| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
-|:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
-| 0.5431        | 0.2   | 380  | 0.4900          | -0.6823        | -1.6613          | 0.7607             | 0.9790          | -317.2069      | -327.2263    | -2.6478         | -2.6651       |
-| 0.4369        | 0.4   | 760  | 0.4783          | -0.7562        | -2.1298          | 0.7719             | 1.3737          | -321.8924      | -327.9652    | -2.7370         | -2.7562       |
-| 0.4005        | 0.6   | 1140 | 0.4697          | -0.6913        | -2.0134          | 0.7770             | 1.3221          | -320.7278      | -327.3167    | -2.7067         | -2.7224       |
-| 0.3759        | 0.8   | 1520 | 0.4568          | -0.7387        | -2.0643          | 0.7882             | 1.3256          | -321.2370      | -327.7909    | -2.6626         | -2.6829       |
-| 0.5213        | 1.0   | 1900 | 0.4524          | -0.7101        | -2.0953          | 0.7831             | 1.3852          | -321.5471      | -327.5048    | -2.6445         | -2.6674       |
-
 
 ### Framework versions