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Machine Translation on human-collected unfaithful translation En => De (test)

20.9BLEUTarget-constrained tuning
6.558410.281714.00517.7283Jun 11, 2024

Evaluation results

MethodLinks
Target-constrained tuningSetting=Supervised2024.0620.978
Target-constrained tuning LoRASetting=Supervised, Adapter=LoRA2024.0620.678.5
Vanilla Instruction tuning LoRASetting=Supervised, Adapter=LoRA2024.0620.378.5
Scheduled Sampling tuning LoRASetting=Supervised, Adapter=LoRA2024.0620.278.5
R-Drop tuning LORASetting=Supervised, Adapter=LoRA2024.0620.178.8
Vanilla Instruction TuningSetting=Supervised2024.0619.877.5
Vanilla FewshotSetting=Supervised2024.0615.774.2
Reweight Attention (RA)Setting=Unsupervised2024.0610.663.3
Contrastive Decoding (CD)Setting=Unsupervised2024.069.161.5
Vanilla ZeroshotSetting=Unsupervised2024.067.1160.6