Instruction Following on MT-Bench en
7.67MT-Bench Score (10)Qwen2-7B-Instruct
Evaluation Results
| Method | Links | |
|---|---|---|
| Qwen2-7B-InstructTarget Language Adaptation Setting=Korean2026.01 | 7.67 | |
| Qwen2-ELOTarget Language Adaptation Setting=Korean, CP / ELO pretraining Data size (Tokens)=9 GB (2.8 B), CP / ELO pretraining Time=1.8 h, Layer alignment Data size (Tokens)=1 GB (0.3 B), Layer alignment Time=2.1 h, Total training time=3.9 h2026.01 | 7.25 | |
| Qwen2-FFTTarget Language Adaptation Setting=Korean, CP / ELO pretraining Data size (Tokens)=10 GB (3.1 B), CP / ELO pretraining Time=20.5 h, Total training time=20.5 h2026.01 | 7.11 | |
| Llama3.1-FFTTarget Language Adaptation Setting=Japanese, CP / ELO pretraining Data size (Tokens)=10 GB (2.7 B), CP / ELO pretraining Time=19.4 h, Total training time=19.4 h2026.01 | 6.99 | |
| Mistral-ELOTarget Language Adaptation Setting=Korean, CP / ELO pretraining Data size (Tokens)=9 GB (4.2 B), CP / ELO pretraining Time=1.7 h, Layer alignment Data size (Tokens)=1 GB (0.6 B), Layer alignment Time=3.1 h, Total training time=4.8 h2026.01 | 6.97 | |
| Llama3.1-8B-InstructTarget Language Adaptation Setting=Korean2026.01 | 6.96 | |
| Llama3.1-8B-InstructTarget Language Adaptation Setting=Japanese2026.01 | 6.96 | |
| Llama3.1-ELOTarget Language Adaptation Setting=Japanese, CP / ELO pretraining Data size (Tokens)=9 GB (2.4 B), CP / ELO pretraining Time=1.4 h, Layer alignment Data size (Tokens)=1 GB (0.3 B), Layer alignment Time=2.0 h, Total training time=3.4 h2026.01 | 6.9 | |
| Llama3.1-ELOTarget Language Adaptation Setting=Korean, CP / ELO pretraining Data size (Tokens)=9 GB (2.5 B), CP / ELO pretraining Time=1.5 h, Layer alignment Data size (Tokens)=1 GB (0.3 B), Layer alignment Time=2.0 h, Total training time=3.5 h2026.01 | 6.79 | |
| Mistral-7B-Instruct-v0.3Target Language Adaptation Setting=Korean2026.01 | 6.72 | |
| Mistral-7B-Instruct-v0.3Target Language Adaptation Setting=Japanese2026.01 | 6.72 | |
| Llama3.1-FFTTarget Language Adaptation Setting=Korean, CP / ELO pretraining Data size (Tokens)=10 GB (2.8 B), CP / ELO pretraining Time=19.8 h, Total training time=19.8 h2026.01 | 6.7 | |
| Mistral-FFTTarget Language Adaptation Setting=Korean, CP / ELO pretraining Data size (Tokens)=10 GB (4.7 B), CP / ELO pretraining Time=31.0 h, Total training time=31.0 h2026.01 | 6.61 | |
| Mistral-ELOTarget Language Adaptation Setting=Japanese, CP / ELO pretraining Data size (Tokens)=9 GB (3.7 B), CP / ELO pretraining Time=1.7 h, Layer alignment Data size (Tokens)=1 GB (0.4 B), Layer alignment Time=3.0 h, Total training time=4.7 h2026.01 | 6.38 | |
| Mistral-FFTTarget Language Adaptation Setting=Japanese, CP / ELO pretraining Data size (Tokens)=10 GB (4.1 B), CP / ELO pretraining Time=29.7 h, Total training time=29.7 h2026.01 | 6.26 |