Machine Translation on English-to-German (En-De)
34.17BLEU ScoreIntraLoss
Evaluation Results
| Method | Links | |
|---|---|---|
| IntraLossBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 34.17 | |
| CPL (Ours)Backbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 33.95 | |
| CPL (Ours)Backbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 33.87 | |
| IntraLossBackbone=Qwen3-8B, Input Context=CTX2026.03 | 33.83 | |
| CrossLossBackbone=Qwen3-8B, Input Context=CTX2026.03 | 33.82 | |
| IntraLossBackbone=Qwen3-8B, Input Context=Sent2026.03 | 33.79 | |
| CrossLossBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 33.75 | |
| CrossLossBackbone=Qwen3-8B, Input Context=Sent2026.03 | 33.7 | |
| IntraLossBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 33.7 | |
| Ctx-AwareCPOBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 33.49 | |
| Sent-LevelCPOBackbone=Qwen3-8B, Input Context=Sent2026.03 | 33.47 | |
| Ctx-AwareCPOBackbone=Qwen3-8B, Input Context=CTX2026.03 | 33.34 | |
| Sent-LevelCPOBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 33.34 | |
| Sent+Ctxtuned+Backbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 33.32 | |
| CPL (Ours)Backbone=Qwen3-8B, Input Context=CTX2026.03 | 33.26 | |
| Sent+CtxtunedBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 33.15 | |
| Sent+CtxtunedBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 32.96 | |
| Sent+Ctxtuned+Backbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 32.94 | |
| CrossLossBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 32.9 | |
| Sent+Ctxtuned+Backbone=Qwen3-8B, Input Context=CTX2026.03 | 32.42 | |
| Sent+Ctxtuned+Backbone=Qwen3-8B, Input Context=Sent2026.03 | 32.38 | |
| CPL (Ours)Backbone=Qwen3-8B, Input Context=Sent2026.03 | 32.28 | |
| Ctx-AwaretunedBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 32.11 | |
| Sent+CtxtunedBackbone=Qwen3-8B, Input Context=Sent2026.03 | 31.91 | |
| Sent+CtxtunedBackbone=Qwen3-8B, Input Context=CTX2026.03 | 31.88 | |
| Sent-LeveltunedBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 31.8 | |
| Sent-LeveltunedBackbone=Qwen3-8B, Input Context=Sent2026.03 | 31.72 | |
| Ctx-AwaretunedBackbone=Qwen3-8B, Input Context=CTX2026.03 | 31.6 | |
| CrossLossBackbone=Qwen3-4B, Input Context=Sent2026.03 | 30.56 | |
| IntraLossBackbone=Qwen3-4B, Input Context=CTX2026.03 | 30.03 | |
| CrossLossBackbone=Qwen3-4B, Input Context=CTX2026.03 | 29.98 | |
| CPL (Ours)Backbone=Qwen3-4B, Input Context=CTX2026.03 | 29.46 | |
| CPL (Ours)Backbone=Qwen3-4B, Input Context=Sent2026.03 | 29.38 | |
| Sent+Ctxtuned+Backbone=Qwen3-4B, Input Context=CTX2026.03 | 29.15 | |
| IntraLossBackbone=Qwen3-4B, Input Context=Sent2026.03 | 29.1 | |
| Sent-LevelCPOBackbone=Qwen3-4B, Input Context=Sent2026.03 | 28.99 | |
| Sent+CtxtunedBackbone=Qwen3-4B, Input Context=CTX2026.03 | 28.95 | |
| Sent+Ctxtuned+Backbone=Qwen3-4B, Input Context=Sent2026.03 | 28.42 | |
| Sent+CtxtunedBackbone=Qwen3-4B, Input Context=Sent2026.03 | 28.11 | |
| Ctx-AwareCPOBackbone=Qwen3-4B, Input Context=CTX2026.03 | 27.71 | |
| Ctx-AwaretunedBackbone=Qwen3-4B, Input Context=CTX2026.03 | 26.73 | |
| Sent-LevelBackbone=Llama-3-8B-Instruct, Input Context=Sent2026.03 | 26.29 | |
| Sent-LeveltunedBackbone=Qwen3-4B, Input Context=Sent2026.03 | 24.92 | |
| Sent-LevelBackbone=Qwen3-8B, Input Context=Sent2026.03 | 16.95 | |
| Ctx-AwareBackbone=Qwen3-8B, Input Context=CTX2026.03 | 14.44 | |
| Ctx-AwareBackbone=Llama-3-8B-Instruct, Input Context=CTX2026.03 | 13.33 | |
| Sent-LevelBackbone=Qwen3-4B, Input Context=Sent2026.03 | 12.64 | |
| Ctx-AwareBackbone=Qwen3-4B, Input Context=CTX2026.03 | 11.09 |