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--- |
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language: |
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- de |
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- en |
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library_name: peft |
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datasets: |
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- honzatoegel/lola-gramma-de-en |
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base_model: meta-llama/Llama-2-70b-chat-hf |
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--- |
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## Examples |
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As you can see from examples bellow the output is far from ideal, and far from simple GPT/LLama2 prompt without finetuning. |
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Quality issues: |
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- the corrected sentences are containing some minor errors |
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- the explanations of corrections are far from optimal, they often refer to some additional words as mented in explanations which are not necessary |
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- the output repeats itself |
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- the output list is sometimes broken into two lists |
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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. |
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### Example 1 |
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#### Input |
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'### 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: |
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#### Output |
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Er geht dort, aber ich muss anders gemacht. |
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Repairs: |
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- Instead of "gehen" it should be "goes" - the verb "gehen" is in the third person singular. |
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- 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. |
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Repairs: |
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- Instead of "gehen" it should be "goes" - the |
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### Example 2 |
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#### Input |
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'### 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: |
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#### Output |
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"Mir geht es gut, danke." |
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Repairs: |
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- "Mir es geht" the verb should be placed in the second position "Mir geht es" - because of the correct word order. |
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- The sentence lacks a period at the end.#### End AI:》 |
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Mir es geht gut, danke |
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Correct version of the sentence: "Mir geht es gut, danke." |
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Repairs: |
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- "Mir es geht" the verb should be placed in the second position "Mir geht es" - because of the correct word order. |
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- The sentence lacks a period at the end.#### End |
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Mir es geht gut, danke |
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Correct version of the sentence |
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### Example 3 |
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#### Input |
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'### 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: |
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#### Output |
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Habe ich das wirklich gemacht? |
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Repairs: |
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- 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? |
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Repairs: |
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- 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? |
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Repairs: |
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- Instead of "gemachen" it should be "gemacht" - |
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## Training procedure |
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The following `bitsandbytes` quantization config was used during training: |
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- load_in_8bit: False |
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- load_in_4bit: True |
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- llm_int8_threshold: 6.0 |
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- llm_int8_skip_modules: None |
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- llm_int8_enable_fp32_cpu_offload: False |
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- llm_int8_has_fp16_weight: False |
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- bnb_4bit_quant_type: nf4 |
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- bnb_4bit_use_double_quant: False |
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- bnb_4bit_compute_dtype: float16 |
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### Framework versions |
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- PEFT 0.4.0 |
