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Instruction Following on MT-Bench en

7.67MT-Bench Score (10)Qwen2-7B-Instruct
6.20366.58436.9657.3457Jan 7, 2026

Evaluation results

MethodLinks
Qwen2-7B-InstructTarget Language Adaptation Setting=Korean2026.017.67
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 h2026.017.25
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 h2026.017.11
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 h2026.016.99
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 h2026.016.97
Llama3.1-8B-InstructTarget Language Adaptation Setting=Korean2026.016.96
Llama3.1-8B-InstructTarget Language Adaptation Setting=Japanese2026.016.96
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 h2026.016.9
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 h2026.016.79
Mistral-7B-Instruct-v0.3Target Language Adaptation Setting=Korean2026.016.72
Mistral-7B-Instruct-v0.3Target Language Adaptation Setting=Japanese2026.016.72
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 h2026.016.7
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 h2026.016.61
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 h2026.016.38
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 h2026.016.26