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ResearchFormerly WizWand

Machine Translation on English-to-German (En-De)

34.17BLEU ScoreIntraLoss
10.166816.398422.6328.8616Mar 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
IntraLossBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.0334.17
CPL (Ours)Backbone=Llama-3-8B-Instruct, Input Context=CTX2026.0333.95
CPL (Ours)Backbone=Llama-3-8B-Instruct, Input Context=Sent2026.0333.87
IntraLossBackbone=Qwen3-8B, Input Context=CTX2026.0333.83
CrossLossBackbone=Qwen3-8B, Input Context=CTX2026.0333.82
IntraLossBackbone=Qwen3-8B, Input Context=Sent2026.0333.79
CrossLossBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.0333.75
CrossLossBackbone=Qwen3-8B, Input Context=Sent2026.0333.7
IntraLossBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.0333.7
Ctx-AwareCPOBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.0333.49
Sent-LevelCPOBackbone=Qwen3-8B, Input Context=Sent2026.0333.47
Ctx-AwareCPOBackbone=Qwen3-8B, Input Context=CTX2026.0333.34
Sent-LevelCPOBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.0333.34
Sent+Ctxtuned+Backbone=Llama-3-8B-Instruct, Input Context=CTX2026.0333.32
CPL (Ours)Backbone=Qwen3-8B, Input Context=CTX2026.0333.26
Sent+CtxtunedBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.0333.15
Sent+CtxtunedBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.0332.96
Sent+Ctxtuned+Backbone=Llama-3-8B-Instruct, Input Context=Sent2026.0332.94
CrossLossBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.0332.9
Sent+Ctxtuned+Backbone=Qwen3-8B, Input Context=CTX2026.0332.42
Sent+Ctxtuned+Backbone=Qwen3-8B, Input Context=Sent2026.0332.38
CPL (Ours)Backbone=Qwen3-8B, Input Context=Sent2026.0332.28
Ctx-AwaretunedBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.0332.11
Sent+CtxtunedBackbone=Qwen3-8B, Input Context=Sent2026.0331.91
Sent+CtxtunedBackbone=Qwen3-8B, Input Context=CTX2026.0331.88
Sent-LeveltunedBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.0331.8
Sent-LeveltunedBackbone=Qwen3-8B, Input Context=Sent2026.0331.72
Ctx-AwaretunedBackbone=Qwen3-8B, Input Context=CTX2026.0331.6
CrossLossBackbone=Qwen3-4B, Input Context=Sent2026.0330.56
IntraLossBackbone=Qwen3-4B, Input Context=CTX2026.0330.03
CrossLossBackbone=Qwen3-4B, Input Context=CTX2026.0329.98
CPL (Ours)Backbone=Qwen3-4B, Input Context=CTX2026.0329.46
CPL (Ours)Backbone=Qwen3-4B, Input Context=Sent2026.0329.38
Sent+Ctxtuned+Backbone=Qwen3-4B, Input Context=CTX2026.0329.15
IntraLossBackbone=Qwen3-4B, Input Context=Sent2026.0329.1
Sent-LevelCPOBackbone=Qwen3-4B, Input Context=Sent2026.0328.99
Sent+CtxtunedBackbone=Qwen3-4B, Input Context=CTX2026.0328.95
Sent+Ctxtuned+Backbone=Qwen3-4B, Input Context=Sent2026.0328.42
Sent+CtxtunedBackbone=Qwen3-4B, Input Context=Sent2026.0328.11
Ctx-AwareCPOBackbone=Qwen3-4B, Input Context=CTX2026.0327.71
Ctx-AwaretunedBackbone=Qwen3-4B, Input Context=CTX2026.0326.73
Sent-LevelBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.0326.29
Sent-LeveltunedBackbone=Qwen3-4B, Input Context=Sent2026.0324.92
Sent-LevelBackbone=Qwen3-8B, Input Context=Sent2026.0316.95
Ctx-AwareBackbone=Qwen3-8B, Input Context=CTX2026.0314.44
Ctx-AwareBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.0313.33
Sent-LevelBackbone=Qwen3-4B, Input Context=Sent2026.0312.64
Ctx-AwareBackbone=Qwen3-4B, Input Context=CTX2026.0311.09