Machine Translation on WMT xx→en 24
89.97XCOMETSAMAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAMASBase LLM=GPT-5, Routing Method=SAMAS (Dynamic)2026.02 | 89.97 | — | |
| SAMASBase LLM=Qwen-mt-plu, Routing Method=SAMAS (Dynamic)2026.02 | 89.15 | — | |
| TACTICRouting Method=Multi-Agent2026.02 | 89.07 | — | |
| SAMASBase LLM=Qwen3-30B-A3B, Routing Method=SAMAS (Dynamic)2026.02 | 89.07 | — | |
| GPT-5Base LLM=GPT-5, Routing Method=Single-LLM2026.02 | 87.73 | — | |
| SAMASBase LLM=GPT-5, Routing Method=Faulkner-esque Style2026.02 | 87.62 | — | |
| SAMASBase LLM=GPT-5, Routing Method=Hemingway-esque Style2026.02 | 87.62 | — | |
| SAMASBase LLM=Qwen3-235B-A22B, Routing Method=SAMAS (Dynamic)2026.02 | 87.13 | — | |
| SAMASBase LLM=Qwen3-235B-A22B, Routing Method=Hemingway-esque Style2026.02 | 86.66 | — | |
| SAMASBase LLM=Qwen-mt-plu, Routing Method=Hemingway-esque Style2026.02 | 86.36 | — | |
| SAMASBase LLM=Qwen-mt-plu, Routing Method=Faulkner-esque Style2026.02 | 86.34 | — | |
| SAMASBase LLM=Qwen3-30B-A3B, Routing Method=Faulkner-esque Style2026.02 | 86.17 | — | |
| SAMASBase LLM=Qwen3-235B-A22B, Routing Method=Faulkner-esque Style2026.02 | 86.1 | — | |
| GPT-4.1Base LLM=GPT-4.1, Routing Method=Single-LLM2026.02 | 86 | — | |
| SAMASBase LLM=Qwen3-30B-A3B, Routing Method=Hemingway-esque Style2026.02 | 85.85 | — | |
| Qwen-mt-pluBase LLM=Qwen-mt-plu, Routing Method=Single-LLM2026.02 | 84.37 | — | |
| TransAgentsRouting Method=Multi-Agent2026.02 | 84.36 | — | |
| DeepSeek-R1Base LLM=DeepSeek-R1, Routing Method=Single-LLM2026.02 | 83.98 | — | |
| Gemini-2.5-proBase LLM=Gemini-2.5-pro, Routing Method=Single-LLM2026.02 | 83.59 | — | |
| DeepSeek-V3Base LLM=DeepSeek-V3, Routing Method=Single-LLM2026.02 | 83.2 | — | |
| MAATSRouting Method=Multi-Agent2026.02 | 82.66 | — | |
| Qwen3-235B-A22BBase LLM=Qwen3-235B-A22B, Routing Method=Single-LLM2026.02 | 82.59 | — | |
| Qwen3-30B-A3BBase LLM=Qwen3-30B-A3B, Routing Method=Single-LLM2026.02 | 81.21 | — | |
| HiMATERouting Method=Multi-Agent2026.02 | 78.44 | — |