Machine Translation on En-Es
42.03BLEUCPL (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPL (Ours)Backbone=Qwen3-4B, Input Context=Sent2026.03 | 42.03 | — | |
| CPL (Ours)Backbone=Qwen3-4B, Input Context=CTX2026.03 | 41.99 | — | |
| CrossLossBackbone=Qwen3-4B, Input Context=Sent2026.03 | 41.87 | — | |
| CrossLossBackbone=Qwen3-4B, Input Context=CTX2026.03 | 41.87 | — | |
| IntraLossBackbone=Qwen3-4B, Input Context=CTX2026.03 | 41.75 | — | |
| Sent-LevelCPOBackbone=Qwen3-4B, Input Context=Sent2026.03 | 41.73 | — | |
| IntraLossBackbone=Qwen3-4B, Input Context=Sent2026.03 | 41.64 | — | |
| Sent+Ctxtuned+Backbone=Qwen3-4B, Input Context=Sent2026.03 | 41.47 | — | |
| Sent+CtxtunedBackbone=Qwen3-4B, Input Context=Sent2026.03 | 41.33 | — | |
| Ctx-AwareCPOBackbone=Qwen3-4B, Input Context=CTX2026.03 | 41.29 | — | |
| Sent+Ctxtuned+Backbone=Qwen3-4B, Input Context=CTX2026.03 | 40.74 | — | |
| Sent-LeveltunedBackbone=Qwen3-4B, Input Context=Sent2026.03 | 40.05 | — | |
| Ctx-AwaretunedBackbone=Qwen3-4B, Input Context=CTX2026.03 | 40.02 | — | |
| Sent+CtxtunedBackbone=Qwen3-4B, Input Context=CTX2026.03 | 39.42 | — | |
| OriginalCompression Ratio=1.0x2022.10 | 39.1 | 1 | |
| Word2ketCompression Ratio=21x2022.10 | 39.1 | 21 | |
| MorphTECompression Ratio=21x2022.10 | 39.1 | 21 | |
| Tensor TrainCompression Ratio=21x2022.10 | 38.7 | 21 | |
| MorphTECompression Ratio=43x2022.10 | 38.7 | 43 | |
| Tensor TrainCompression Ratio=43x2022.10 | 38.5 | 43 | |
| Word2ketXsCompression Ratio=21x2022.10 | 38.4 | 21 | |
| Matrix Factor.Compression Ratio=20x2022.10 | 38 | 20 | |
| Word2ketXsCompression Ratio=43x2022.10 | 38 | 43 | |
| Matrix Factor.Compression Ratio=42x2022.10 | 29.7 | 42 | |
| Ctx-AwareBackbone=Qwen3-4B, Input Context=CTX2026.03 | 28.98 | — | |
| Sent-LevelBackbone=Qwen3-4B, Input Context=Sent2026.03 | 28.95 | — |