Update README.md

README.md

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 library_name: peft
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+## Examples
+As you can see from examples bellow the output is far from ideal, and far from simple GPT/LLama2 prompt without finetuning. 
+
+Quality issues:
+- the corrected sentences are containing major errors
+- the explanations of corrections are wrong
+The low quality is probably caused by very low volume of training data, and small LLM size.
+
+Interesting observation: The LLM react 100% on the learned example 1 (exactly from training data)
+
+### Example 1
+#### Input
+''### User: Check the gramma of the following sentence and list all error and relevant corrections. Sentence:Mir es geht gut, danke#### AI:Correct version of the sentence:
+#### Output
+"Mir geht es gut, danke."
+
+Repairs:
+- "Mir es geht" the verb should be placed in the second position "Mir geht es" - because of the correct word order.
+- The sentence lacks a period at the end.#### End of repair list for this sentence.#### End of topic, repair list and the sentence
+
+### Example 2
+#### Input
+''### User: Check the gramma of the following sentence and list all error and relevant corrections. Sentence:Er gehen dort, aber ich muss ander geneh.#### AI:Correct version of the sentence:
+#### Output
+Er macht dort dorte, aber ich muss einmal dorte.
+
+Repairs:
+- Instead of "Er gehen dort" it should be "Er macht dort" - the correct verb form is "macht"
+- Instead of "ich muss" it should be "ich muss einmal" - the verb "einmal" is used in the future in German.
+- The verb "dorte" must be conjugated in the third person singular "dorte".#### End of Repairs:
+- Instead of "Er gehen dort" it should be "Er macht dort" - the correct verb form is "macht".
+  
 ## Training procedure