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Machine Translation on Zh-En document-level translation

85.83d-COMETOurs
82.03483.019584.00584.9905Apr 8, 2025

Evaluation results

MethodLinks
OursBase Model=Mistral-Nemo-Instruct, Quality-aware fine-tuning=true2025.0485.83
DocRefine (sent)Base Model=Mistral-Nemo-Instruct2025.0485.4
OursBase Model=LLaMA-3-8B-Instruct, Quality-aware fine-tuning=true2025.0485.39
Ours (-QA)Base Model=Mistral-Nemo-Instruct, Quality-aware fine-tuning=false2025.0485.37
DocRefine (doc)Base Model=Mistral-Nemo-Instruct2025.0485.2
Doc2Doc (tuned)Base Model=Mistral-Nemo-Instruct2025.0485.16
Ours (-QA)Base Model=LLaMA-3-8B-Instruct, Quality-aware fine-tuning=false2025.0485.09
DocRefine (sent)Base Model=LLaMA-3-8B-Instruct2025.0485.06
DocRefine (doc)Base Model=LLaMA-3-8B-Instruct2025.0484.99
Doc2Doc (tuned)Base Model=LLaMA-3-8B-Instruct2025.0484.88
SentRefine (sent)Base Model=Mistral-Nemo-Instruct2025.0484.71
Doc2DocBase Model=Mistral-Nemo-Instruct2025.0484.55
Sent2Sent (tuned)Base Model=LLaMA-3-8B-Instruct2025.0484.18
SentRefine (sent)Base Model=LLaMA-3-8B-Instruct2025.0484.08
Sent2Sent (tuned)Base Model=Mistral-Nemo-Instruct2025.0483.96
Sent2SentBase Model=Mistral-Nemo-Instruct2025.0483.82
Doc2DocBase Model=LLaMA-3-8B-Instruct2025.0483.6
Sent2SentBase Model=LLaMA-3-8B-Instruct2025.0482.18