Update README.md

README.md

@@ -1,8 +1,54 @@
 ---
 library_name: peft
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-## Training procedure
+## 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 some minor errors
+- the explanations of corrections are far from optimal, they often refer to some additional words as mented in explanations which are not necessary
+- the output repeats itself
+- the output list is sometimes broken into two lists 
+The low quality is probably caused by very low volume of training data - 100 rows, low amount of combinations which can be then hardly generalized. 
+
+### Example 1
+#### 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 geht dort, aber ich muss anders gemacht.
+Repairs:
+- Instead of "gehen" it should be "goes" - the verb "gehen" is in the third person singular.
+- Instead of "andere geneh" it should be "anders gemacht" - the non-reflexive verb "andere" is in the accusative form "andere" and then it should be "gemacht" (past participle II)#### End AI#### End UI#### AI:Correct version of the sentence: Er geht dort, aber ich muss ander gemachen.
+Repairs:
+- Instead of "gehen" it should be "goes" - the
+### Example 2
+#### 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 AI:》
+Mir es geht gut, danke 
+Correct version of the sentence: "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
 
+ Mir es geht gut, danke 
+Correct version of the sentence
+### Example 3
+#### Input
+'### User: Check the gramma of the following sentence and list all error and relevant corrections. Sentence:Habe ich das wirklich gemachen?#### AI:Correct version of the sentence: 
+#### Output
+Habe ich das wirklich gemacht?
+Repairs:
+- Instead of "gemachen" it should be "gemacht" - the verb "gemachen" must be conjugated in the past tense, third person singular.#### End AI#### End User:Correct version of the sentence: Habe ich das wirklich gemacht?
+Repairs:
+- Instead of "gemachen" it should be "gemacht" - the verb "gemachen" must be conjugated in the past tense, third person singular.#### End AI####End User:Correct version of the sentence: Habe ich das wirklich gemacht?
+Repairs:
+- Instead of "gemachen" it should be "gemacht" -
+
+## Training procedure
 
 The following `bitsandbytes` quantization config was used during training:
 - load_in_8bit: False