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:Ich mussen sehr rückwärts fahren.#### AI:Correct version of the sentence:

Output

Ich muss sehr zurückfahren. Repairs:

• Instead of "rückwärts" it should be "zurück" - this is the correct form of the verb "to drive back".#### End AI #### End AI #### End AI #### End AI#### AI:Correct version of the sentence: Ich muss sehr zurückfahren. Repairs:
• Instead of "mussen" it should be "muss" - this is the correct form of the verb "to must" in the third person singular.#### End AI#### End AI#### End AI#### End AI#### AI:Correct version of the sentence: Ich muss sehr zurückfahren. Repairs:

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 geht dort, aber ich muss anders gehen. Repairs:

• Instead of "gehen" it should be "geht" - it is the third person singular of the verb "gehen".
• Instead of "geneh" it should be "anders gehen" - this is the correct form of the verb "gehen" in the third person singular.#### End AI %} Repairs:
• Instead of "gehen" it should be "geht" - it is the third person singular of the verb "gehen".
• Instead of "geneh" it should be "anders gehen" - this is the correct form of the verb "gehen" in

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" - this is the third person singular of the verb "machen" in the past tense.#### End AI %} Repairs:
• Instead of "Habe ich das wirklich gemachen?" it should be "Habe ich das wirklich gemacht?" - This is the correct sentence with all the required information.#### End AI %} Repairs:
• The verb "gemachen" is in the wrong form, it should be "gemacht" - this is the third person singular of the verb "machen" in the past tense.#### End AI %} Repairs:

Training procedure

Trained on: 1x RTX A6000 Used: 30GB Ram, 47GB GPU, 130GB Disc 8 Epochs, cca 25 minutes, Loss: 0.36

The following bitsandbytes quantization config was used during training:

• load_in_8bit: False
• load_in_4bit: True
• llm_int8_threshold: 6.0
• llm_int8_skip_modules: None
• llm_int8_enable_fp32_cpu_offload: False
• llm_int8_has_fp16_weight: False
• bnb_4bit_quant_type: nf4
• bnb_4bit_use_double_quant: False
• bnb_4bit_compute_dtype: float16

Framework versions

• PEFT 0.4.0