Update README.md

README.md

@@ -24,14 +24,13 @@ SauerkrautLM-v1 is here to empower your language-related endeavors like never be
 | Model | HF    | GPTQ  | GGUF  | AWQ  |
 |-------|-------|-------|-------|-------|
 | SauerkrautLM-7b-HerO   | [Link](https://huggingface.co/VAGOsolutions/SauerkrautLM-7b-HerO) | coming soon | coming soon | coming soon |
-| SauerkrautLM-7b-HerO-multilingual   | [Link](https://huggingface.co/VAGOsolutions/SauerkrautLM-7b-HerO-multilingual) | coming soon | coming soon | coming soon |
 
 ## Model Details
 **SauerkrautLM-7b-HerO**
 
 **Training Dataset:**
 
-SauerkrautLM-7b-HerO-multilingual was trained with mix of German data augmentation and translated data. 
+SauerkrautLM-7b-HerO was trained with mix of German data augmentation and translated data. 
 We found, that only a simple translation of training data can lead to unnatural German phrasings. 
 Data augmentation techniques were used to grant grammatical, syntactical correctness and a more natural German wording in our training data. 
 
@@ -149,13 +148,21 @@ neural-chat-7b-v3-1                                 6.812500
 
 
 **Language Model evaluation Harness**
-![Harness](images/luminouscompare.PNG "SauerkrautLM-7b-HerO Harness")
-*compared to Aleph Alpha Luminous Models
+Compared to Aleph Alpha Luminous Models:
+![Harness](images/luminouscompare.PNG "SauerkrautLM-7b-HerO Harness") *
 
+*performed with newest Language Model Evaluation Harness
 **BBH**
-![BBH](images/bbh.PNG "SauerkrautLM-7b-HerO BBH")
-
-
+![BBH](images/bbh.PNG "SauerkrautLM-7b-HerO BBH") *
+*performed with newest Language Model Evaluation Harness
+**GPT4ALL**
+Compared to Aleph Alpha Luminous Models, LeoLM and EM_German:
+![GPT4ALL diagram](images/gpt4alldiagram.PNG "SauerkrautLM-7b-HerO GPT4ALL Diagram") *
+
+![GPT4ALL table](images/gpt4alltable.PNG "SauerkrautLM-7b-HerO GPT4ALL Table") *
+**Additional German Benchmark results**
+![GermanBenchmarks](images/germanbench.PNG "SauerkrautLM-7b-HerO German Benchmarks") *
+*performed with newest Language Model Evaluation Harness
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