Machine Translation on En-De (COMET, BLEU)
85.14COMETNAIT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAITBase Model=ALMA-7b, Data Selection=Top 30% via NAIT2026.03 | 85.14 | 29.02 | |
| CPLBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 84.69 | — | |
| CPLBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 84.63 | — | |
| CPLBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 84.59 | — | |
| CrossLossBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 84.56 | — | |
| FullBase Model=ALMA-7b, Data Selection=Full dataset2026.03 | 84.54 | 28.24 | |
| IntraLossBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 84.45 | — | |
| CrossLossBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 84.44 | — | |
| CPLBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 84.44 | — | |
| CrossLossBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 84.42 | — | |
| IntraLossBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 84.41 | — | |
| IntraLossBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 84.32 | — | |
| CrossLossBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 84.29 | — | |
| IntraLossBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 84.23 | — | |
| Ctx-Aware_CPOBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 84.14 | — | |
| Ctx-Aware_CPOBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 83.95 | — | |
| Sent-Level_CPOBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 83.86 | — | |
| Sent+Ctx_tunedBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 83.84 | — | |
| Sent+Ctx_tuned+Base Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 83.81 | — | |
| Sent+Ctx_tunedBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 83.69 | — | |
| Sent+Ctx_tuned+Base Model=Qwen3-8B, Input Type=Context-aware2026.03 | 83.68 | — | |
| Sent+Ctx_tuned+Base Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 83.67 | — | |
| Sent-Level_CPOBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 83.65 | — | |
| Sent+Ctx_tunedBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 83.58 | — | |
| Sent+Ctx_tuned+Base Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 83.49 | — | |
| Ctx-Aware_tunedBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 83.43 | — | |
| Sent+Ctx_tunedBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 83.39 | — | |
| Ctx-Aware_tunedBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 83.39 | — | |
| Sent-Level_tunedBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 83.37 | — | |
| Sent-Level_tunedBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 83.26 | — | |
| CPLBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 83.25 | — | |
| CPLBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 83.23 | — | |
| CrossLossBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 83.02 | — | |
| CrossLossBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 82.86 | — | |
| IntraLossBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 82.83 | — | |
| IntraLossBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 82.82 | — | |
| Ctx-Aware_CPOBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 82.74 | — | |
| Rand.Base Model=ALMA-7b, Data Selection=Random 30%2026.03 | 82.44 | 28.29 | |
| Sent-Level_CPOBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 82.4 | — | |
| Ctx-AwareBase Model=Qwen3-8B, Input Type=Context-aware2026.03 | 82.29 | — | |
| Sent-LevelBase Model=Qwen3-8B, Input Type=Sentence-level2026.03 | 82.15 | — | |
| Sent+Ctx_tunedBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 82 | — | |
| Sent+Ctx_tuned+Base Model=Qwen3-4B, Input Type=Context-aware2026.03 | 81.85 | — | |
| Sent+Ctx_tunedBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 81.78 | — | |
| Sent+Ctx_tuned+Base Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 81.72 | — | |
| Sent-Level_tunedBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 81.55 | — | |
| Ctx-Aware_tunedBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 81.52 | — | |
| Ctx-AwareBase Model=Qwen3-4B, Input Type=Context-aware2026.03 | 80.26 | — | |
| Sent-LevelBase Model=Qwen3-4B, Input Type=Sentence-level2026.03 | 79 | — | |
| Sent-LevelBase Model=Llama-3-8B-Instruct, Input Type=Sentence-level2026.03 | 78.32 | — | |
| Ctx-AwareBase Model=Llama-3-8B-Instruct, Input Type=Context-aware2026.03 | 44.93 | — |