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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
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  base_model:
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  - yanolja/EEVE-Korean-Instruct-10.8B-v1.0
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- - yanolja/EEVE-Korean-10.8B-v1.0
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- - kuotient/EEVE-Math-10.8B
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  library_name: transformers
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  tags:
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- - mergekit
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  - merge
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  ---
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- # merge
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- This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
 
 
 
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- ## Merge Details
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- ### Merge Method
 
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- This model was merged using the [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using [yanolja/EEVE-Korean-10.8B-v1.0](https://huggingface.co/yanolja/EEVE-Korean-10.8B-v1.0) as a base.
 
 
 
 
 
 
 
 
 
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  ### Models Merged
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  The following models were included in the merge:
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- * [yanolja/EEVE-Korean-Instruct-10.8B-v1.0](https://huggingface.co/yanolja/EEVE-Korean-Instruct-10.8B-v1.0)
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  * [kuotient/EEVE-Math-10.8B](https://huggingface.co/kuotient/EEVE-Math-10.8B)
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  ### Configuration
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  parameters:
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  int8_mask: true
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  dtype: bfloat16
 
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ model-index:
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+ - name: EEVE-Instruct-Math-10.8B
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+ results:
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: gsm8k-ko
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+ type: gsm8k
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+ metrics:
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+ - name: pass@1
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+ type: pass@1
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+ value: 0.4845
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+ verified: false
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  base_model:
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  - yanolja/EEVE-Korean-Instruct-10.8B-v1.0
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+ - kuotient/EEVE-Math-10.8B-SFT
 
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  library_name: transformers
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  tags:
 
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  - merge
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  ---
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+ # EEVE-Instruct-Math-10.8B
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+ `EEVE-Math` ํ”„๋กœ์ ํŠธ๋Š”
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+ - Orca-Math-200k ๋ฒˆ์—ญ ([Orca-Math: Unlocking the potential of SLMs in Grade School Math](https://arxiv.org/pdf/2402.14830.pdf))
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+ - gsm8k ๋ฒˆ์—ญ, lm_eval ํ™œ์šฉ
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+ - Mergekit์„ ์ด์šฉํ•œ dare-ties ์‚ฌ์šฉ ([DARE](https://arxiv.org/abs/2311.03099))
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+ ์— ๋Œ€ํ•œ ๋‚ด์šฉ์„ ํฌ๊ด„ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.
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+
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+ > ์ด ๋ชจ๋ธ์€ EEVE-Math์™€ EEVE-Instruct์˜ dare-ties๋กœ ๋ณ‘ํ•ฉํ•œ ๋ณ‘ํ•ฉ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค. ์ด ํ”„๋กœ์ ํŠธ๋Š” ์ด๋Ÿฐ ๊ณผ์ •์„ ํ†ตํ•ด ํŠนํ™” ๋ชจ๋ธ์˜ EEVE-Math์˜ ์„ฑ๋Šฅ์„ ๋งŽ์ด ์žƒ์ง€ ์•Š๊ณ  Instruct ๋ชจ๋ธ์˜ ์‚ฌ์šฉ์„ฑ์„ ์œ ์ง€ํ•  ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ฃผ๋Š” Proof of concept์˜ ์„ฑ๊ฒฉ์„ ๊ฐ€์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.
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+ | Model | gsm8k-ko(pass@1) |
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+ |---|---|
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+ | EEVE(Base) | 0.4049 |
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+ | [EEVE-Math](https://huggingface.co/kuotient/EEVE-Math-10.8B) (epoch 1) | 0.508 |
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+ | EEVE-Math (epoch 2) | **0.539** |
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+ | [EEVE-Instruct](https://huggingface.co/yanolja/EEVE-Korean-Instruct-10.8B-v1.0) | 0.4511 |
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+ | EEVE-Instruct + Math | **0.4845** |
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+
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+ ## Merge Details
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+ This model was merged using the [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using [yanolja/EEVE-Korean-Instruct-10.8B-v1.0](https://huggingface.co/yanolja/EEVE-Korean-Instruct-10.8B-v1.0) as a base.
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  ### Models Merged
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  The following models were included in the merge:
 
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  * [kuotient/EEVE-Math-10.8B](https://huggingface.co/kuotient/EEVE-Math-10.8B)
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  ### Configuration
 
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  parameters:
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  int8_mask: true
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  dtype: bfloat16
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+ ```
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+ ## Evaluation
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+ [gsm8k-ko](https://huggingface.co/datasets/kuotient/gsm8k-ko), kobest
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  ```
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+ git clone https://github.com/kuotient/lm-evaluation-harness.git
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+ cd lm-evaluation-harness
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+ pip install -e .
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+ ```
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+ ```
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+ lm_eval --model hf \
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+ --model_args pretrained=yanolja/EEVE-Korean-Instruct-2.8B-v1.0 \
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+ --tasks gsm8k-ko \
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+ --device cuda:0 \
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+ --batch_size auto:4
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+ ```
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+
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+ | Model | gsm8k(pass@1) | boolq(acc) | copa(acc) | hellaswag(acc) | Overall |
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+ |---|---|---|---|---|---|
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+ | yanolja/EEVE-Korean-10.8B-v1.0 | 0.4049 | - | - | - | - | - |
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+ | yanolja/EEVE-Korean-Instruct-10.8B-v1.0 | 0.4511 | **0.8668** | **0.7450** | **0.4940** | 0.6392 |
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+ | [**EEVE-Math-10.8B**](https://huggingface.co/kuotient/EEVE-Math-10.8B) | **0.5390** | 0.8027 | 0.7260 | 0.4760 | 0.6359 |
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+ | **EEVE-Instruct-Math-10.8B** | 0.4845 | 0.8519 | 0.7410 | 0.4980 | **0.6439** |