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Summarization on XLSum Japanese (test)

12.95ROUGE-2Llama3 8B-I + LATB
10.71411.294511.87512.4555Jan 19, 2024Jun 12, 2024Nov 4, 2024Mar 29, 2025Aug 21, 2025Jan 13, 2026Jun 8, 2026

Evaluation results

MethodLinks
Llama3 8B-I + LATBAlignment Method=Language-Aware Token Boosting2026.0612.9517.7——27.54
Llama3 8B-I + Adaptive LATBAlignment Method=Adaptive Language-Aware Token Boosting2026.0612.9217.89——27.89
Llama3 8B-IPrompting Strategy=Default2026.0612.5316.84——26.42
Llama3 8B-IPrompting Strategy=Strict Prompt2026.0612.4316.97——26.48
Suzume 8B-Multilingual2026.0611.7316.55——26.13
Spec.shots=0, draft_model=Llama-2 7B, draft_tokens=52024.0111.626.528.50.97—
MuMoshots=02024.0111.626.359.22.02—
Shortlistingshots=0, target_language_subset=mC42024.0111.426.330.31.03—
Vanilla Decodingshots=02024.0111.326.629.31—
Spec. (w/o Rejection)shots=0, draft_model=Llama-2 7B, draft_tokens=5, rejection_module=false2024.0110.824.235.41.21—