Update README.md

README.md

@@ -111,12 +111,23 @@ model-index:
     source:
       url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/UNA-SimpleSmaug-34b-v1beta
       name: Open LLM Leaderboard
+
+      
 ---
 
 # UNA-SimpleSmaug-34b-v1beta
 
 Scoring 04-February-2024 #1 34B model, outperforming its original base model Smaug-34B-v0.1 with `77.41` 😎
-Oh, btw.. this one went thru SFT so the abacus inside Smaug is back to normal.. so you can further train/dpo him .. RESET!
+Oh, btw.. this one went thru SFT so the abacus inside Smaug is back to normal.. so you can further train/dpo him .. RESET!.. 
+
+*UPDATES* March : Stills undisputed 34B King
+                  Smaug 70B stills undisputed 70B King
+
+====
+And people wonders.. why there is no UNA of Hermes or Smaug 70B? << i dont think is worth the time to spend on a model that is widely known for not being too useful, likely UNA can fix some of the internal mess.. 
+for Hermes, we spoke chitchat quick a couple times but nothing solid, but we would like to make a reborn of excellent models using UNA, just liek we did with UNA-Dolphin where we saw
+relevant performance is short time.
+===
 
 ![UNA](https://huggingface.co/fblgit/UNA-SimpleSmaug-34b-v1beta/resolve/main/unasimple.png)
 Applied UNA only on the Attention, not on the MLP's
@@ -132,7 +143,17 @@ Results: Improving mathematican and reasoning capabilities without degrading and
 **And enjoy our ModelSimilarities tool detector** https://github.com/fblgit/model-similarity where we confirmed numerically the bloodties of the model.
 ## Evals
 
-Pending, but so far this one
+
+|             Metric              |Value|
+|---------------------------------|----:|
+|Avg.                             |77.41|
+|AI2 Reasoning Challenge (25-Shot)|74.57|
+|HellaSwag (10-Shot)              |86.74|
+|MMLU (5-Shot)                    |76.68|
+|TruthfulQA (0-shot)              |70.17|
+|Winogrande (5-shot)              |83.82|
+|GSM8k (5-shot)                   |72.48|
+
 ```
 |    Task     |Version| Metric |Value            |
 |-------------|------:|--------|----------------:|
@@ -155,13 +176,4 @@ To abacusai for making Smaug-34B, the Bagel, and all the magic behind the base m
 # [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
 Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_fblgit__UNA-SimpleSmaug-34b-v1beta)
 
-|             Metric              |Value|
-|---------------------------------|----:|
-|Avg.                             |77.41|
-|AI2 Reasoning Challenge (25-Shot)|74.57|
-|HellaSwag (10-Shot)              |86.74|
-|MMLU (5-Shot)                    |76.68|
-|TruthfulQA (0-shot)              |70.17|
-|Winogrande (5-shot)              |83.82|
-|GSM8k (5-shot)                   |72.48|