| --- |
| language: |
| - de |
| - en |
| library_name: peft |
| datasets: |
| - honzatoegel/lola-gramma-de-en |
| base_model: meta-llama/Llama-2-70b-chat-hf |
| --- |
| ## 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 |
| - 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 |
