Machine Translation on WMT16 Ro-En (test)
38.1BLEUGeneral + In-Domain Pre-training
Evaluation results
| Method | Links | ||
|---|---|---|---|
| General + In-Domain Pre-trainingIn-Domain Pre-training=true2022.03 | 38.1 | 7.7 | |
| General + In-Domain Pre-training + Input AdaptationInput Adaptation=true, In-Domain Pre-training=true2022.03 | 37.9 | 3.9 | |
| General2022.03 | 37.4 | 6 | |
| General + Input AdaptationInput Adaptation=true2022.03 | 37.1 | 3.5 | |
| TransformerDecoding Strategy=Autoregressive2022.03 | 34.5 | — | |
| FullyNAT + CTC + GLATCategory=Alignment-Based, Inference mode=single-step2022.06 | 34.2 | — | |
| MASSImplementation=Our Implementation, Approach=+Self-training2022.03 | 34 | — | |
| XLMImplementation=Our Implementation, Approach=+Self-training2022.03 | 33.9 | — | |
| CBDImplementation=Existing Works2022.03 | 33.8 | — | |
| CMLMC + DiMSCategory=Proposed, Inference mode=single-step2022.06 | 33.6 | — | |
| MASSImplementation=Our Implementation, Approach=UNMT2022.03 | 33.4 | — | |
| OAXECategory=Alignment-Based, Inference mode=single-step2022.06 | 33.3 | — | |
| MASSImplementation=Existing Works, Approach=UNMT2022.03 | 33.1 | — | |
| AlignNARTCategory=Alignment-Based, Inference mode=single-step2022.06 | 33.1 | — | |
| CeMATInitialization=CeMAT, Architecture=Mask-Predict, Decoding Strategy=Non-autoregressive2022.03 | 33 | — | |
| XLMImplementation=Our Implementation, Approach=UNMT2022.03 | 32.7 | — | |
| mRASPInitialization=mRASP, Architecture=Mask-Predict, Decoding Strategy=Non-autoregressive2022.03 | 32.1 | — | |
| GLATCategory=XE-Based, Inference mode=single-step2022.06 | 32.04 | — | |
| XLMImplementation=Existing Works, Approach=UNMT2022.03 | 31.8 | — | |
| ImputerCategory=Alignment-Based, Inference mode=single-step2022.06 | 31.7 | — | |
| Mask-PredictDecoding Strategy=Non-autoregressive2022.03 | 31.7 | — | |
| AXECategory=Alignment-Based, Inference mode=single-step2022.06 | 31.5 | — | |
| Baseline2022.03 | 29.6 | 1.3 | |
| Bag-of-ngramCategory=XE-Based, Inference mode=single-step2022.06 | 29.3 | — | |
| CMLMCCategory=XE-Based, Inference mode=single-step2022.06 | 29 | — | |
| CMLMCategory=XE-Based, Inference mode=single-step2022.06 | 28.2 | — | |
| ENGINECategory=XE-Based, Inference mode=single-step2022.06 | 28.2 | — |