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--- |
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language: |
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- ko |
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- en |
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base_model: |
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- meta-llama/Llama-3.2-1B-Instruct |
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--- |
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> @ 2024.10.07 Model [torchtorchkimtorch/Llama-3.2-Korean-GGACHI-1B-Instruct-v1](https://huggingface.co./torchtorchkimtorch/Llama-3.2-Korean-GGACHI-1B-Instruct-v1) Released! |
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> @ 2024.10.18 Performance for KOBEST of Llama-3.2-Korean-GGACHI-1B-Instruct-v1 has been updated! |
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# **GGACHI-1B-version1** # |
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![Image Description](๊น์น.png) |
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## ๋ชจ๋ธ ์ค๋ช
(Model Description) |
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GGACHI-1B-Instruct-v1๋ Llama-3.2-1B-Instruct ๋ชจ๋ธ์ ๊ธฐ๋ฐ์ผ๋ก ํ๋ ํ๊ตญ์ด ํ์คํฌ ์ํ์ ์ต์ ํ๋ instruction-tuned ์ธ์ด ๋ชจ๋ธ์
๋๋ค. 230,000๊ฐ ์ด์์ ๊ณ ํ์ง ํ๊ตญ์ด ๋ฐ์ดํฐ์
์ ์ฌ์ฉํ์ฌ fine-tuning๋์์ต๋๋ค. |
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GGACHI-1B-Instruct-v1 is an instruction-tuned language model optimized for Korean language tasks, based on the Llama-3.2-1B-Instruct model. It has been fine-tuned using over 230,000 high-quality Korean language datasets. |
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## ๋ชจ๋ธ ์ฑ๋ฅ (Model Performance) |
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#### - 0 shot #### |
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<table style="width:100%; text-align:center; border-collapse:collapse;"> |
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<thead> |
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<tr> |
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<th style="border:1px solid black;">Task</th> |
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<th style="border:1px solid black;">Model</th> |
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<th style="border:1px solid black;">Accuracy</th> |
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</tr> |
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</thead> |
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<tbody> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_boolq</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;"><strong>0.502</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.502</td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_copa</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.504</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.521</strong></td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_hellaswag</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.358</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.380</td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_sentineg</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.476</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.594</strong></td> |
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</tr> |
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</tbody> |
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</table> |
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#### - 5 shot #### |
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<table style="width:100%; text-align:center; border-collapse:collapse;"> |
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<thead> |
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<tr> |
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<th style="border:1px solid black;">Task</th> |
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<th style="border:1px solid black;">Model</th> |
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<th style="border:1px solid black;">Accuracy</th> |
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</tr> |
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</thead> |
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<tbody> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_boolq</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;"><strong>0.571</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;">0.565</td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_copa</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.526</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.549</strong></td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_hellaswag</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.364</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.398</td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_sentineg</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.725</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.795</strong></td> |
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</tr> |
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</tbody> |
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</table> |
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#### - 10 shot #### |
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<table style="width:100%; text-align:center; border-collapse:collapse;"> |
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<thead> |
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<tr> |
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<th style="border:1px solid black;">Task</th> |
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<th style="border:1px solid black;">Model</th> |
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<th style="border:1px solid black;">Accuracy</th> |
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</tr> |
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</thead> |
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<tbody> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_boolq</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;"><strong>0.593</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;">0.571</td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_copa</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.525</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.549</strong></td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_hellaswag</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.356</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.394</td> |
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</tr> |
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<tr> |
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<td rowspan="2" style="border:1px solid black;">kobest_sentineg</td> |
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<td style="border:1px solid black;">Llama-3.2-1B-Instruct</td> |
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<td style="border:1px solid black;">0.768</td> |
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</tr> |
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<tr> |
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<td style="border:1px solid black;"><strong>GGACHI</strong></td> |
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<td style="border:1px solid black;"><strong>0.821</strong></td> |
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</tr> |
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</tbody> |
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</table> |