Machine Translation on JRC-Acquis En-De (dev)
59.88BLEUTransformer joint
Evaluation results
| Method | Links | |
|---|---|---|
| Transformer jointMemory Type=Self-Memory2023.05 | 59.88 | |
| Transformer dualMemory Type=Self-Memory2023.05 | 59.26 | |
| CMMMemory Type=Retrieval2023.05 | 58.94 | |
| MonoNMTMemory Type=Retrieval2023.05 | 58.77 | |
| Transformer dualMemory Type=Retrieval2023.05 | 58.69 | |
| Transformer jointMemory Type=Retrieval2023.05 | 58.16 | |
| G-TFMMemory Type=Retrieval2023.05 | 57.43 | |
| NMT-piecesMemory Type=Retrieval2023.05 | 55.54 | |
| TransformerMemory Type=None2023.05 | 54.65 | |
| M-RAG (Mixtral 8 × 7B)LLM=Mixtral 8 × 7B, RAG=M-RAG2024.05 | 53.76 | |
| Mixtral 8 × 7B (Selfmem)LLM=Mixtral 8 × 7B, RAG=Selfmem2024.05 | 51.38 | |
| Mixtral 8 × 7B (Self-RAG)LLM=Mixtral 8 × 7B, RAG=Self-RAG2024.05 | 50.1 | |
| SEG-NMTMemory Type=Retrieval2023.05 | 49.26 | |
| M-RAG (Llama 2 13B)LLM=Llama 2 13B, RAG=M-RAG2024.05 | 45.98 | |
| Mixtral 8 × 7B (Naive)LLM=Mixtral 8 × 7B, RAG=Naive2024.05 | 45.83 | |
| RNNsearchMemory Type=None2023.05 | 44.94 | |
| Mixtral 8 × 7B (None)LLM=Mixtral 8 × 7B, RAG=None2024.05 | 43.78 | |
| M-RAG (Phi-2 2.7B)LLM=Phi-2 2.7B, RAG=M-RAG2024.05 | 40.01 |