Machine Translation on JRC-Acquis De-En (dev)
65.32BLEUTransformer joint
Evaluation Results
| Method | Links | |
|---|---|---|
| Transformer jointMemory Type=Self-Memory2023.05 | 65.32 | |
| Transformer dualMemory Type=Self-Memory2023.05 | 65.06 | |
| Transformer jointMemory Type=Retrieval2023.05 | 64.5 | |
| MonoNMTMemory Type=Retrieval2023.05 | 64.48 | |
| CMMMemory Type=Retrieval2023.05 | 64.22 | |
| Transformer dualMemory Type=Retrieval2023.05 | 64.09 | |
| G-TFMMemory Type=Retrieval2023.05 | 61.85 | |
| TransformerMemory Type=None2023.05 | 60.18 | |
| NMT-piecesMemory Type=Retrieval2023.05 | 60.1 | |
| SEG-NMTMemory Type=Retrieval2023.05 | 55.63 | |
| RNNsearchMemory Type=None2023.05 | 50.2 | |
| M-RAG (Mixtral 8 × 7B)LLM=Mixtral 8 × 7B, RAG=M-RAG2024.05 | 49.16 | |
| Mixtral 8 × 7B (Selfmem)LLM=Mixtral 8 × 7B, RAG=Selfmem2024.05 | 48.08 | |
| Mixtral 8 × 7B (Self-RAG)LLM=Mixtral 8 × 7B, RAG=Self-RAG2024.05 | 47.99 | |
| Mixtral 8 × 7B (Naive)LLM=Mixtral 8 × 7B, RAG=Naive2024.05 | 47.84 | |
| Mixtral 8 × 7B (None)LLM=Mixtral 8 × 7B, RAG=None2024.05 | 43.75 | |
| M-RAG (Llama 2 13B)LLM=Llama 2 13B, RAG=M-RAG2024.05 | 41.1 | |
| M-RAG (Phi-2 2.7B)LLM=Phi-2 2.7B, RAG=M-RAG2024.05 | 34.21 |