Machine Translation on WMT News Commentary and IWSLT (En-De) 25
87.23COMET ScoreCPL (Ours)
Evaluation results
| Method | Links | |
|---|---|---|
| CPL (Ours)Backbone=Qwen3-8B, Input Mode=CTX2026.03 | 87.23 | |
| CPL (Ours)Backbone=Qwen3-8B, Input Mode=Sent2026.03 | 87.19 | |
| CPL (Ours)Backbone=Llama-3-8B-Instruct, Input Mode=CTX2026.03 | 87.19 | |
| CPL (Ours)Backbone=Llama-3-8B-Instruct, Input Mode=Sent2026.03 | 87.09 | |
| CPL (Ours)Backbone=Qwen3-4B, Input Mode=Sent2026.03 | 85.92 | |
| CPL (Ours)Backbone=Qwen3-4B, Input Mode=CTX2026.03 | 85.91 | |
| - CrossLossBackbone=Qwen3-4B, Input Mode=CTX2026.03 | 85.66 | |
| - CrossLossBackbone=Qwen3-4B, Input Mode=Sent2026.03 | 85.58 | |
| - IntraLossBackbone=Qwen3-4B, Input Mode=Sent2026.03 | 85.53 | |
| - IntraLossBackbone=Qwen3-4B, Input Mode=CTX2026.03 | 85.53 | |
| Ctx-Aware_CPOBackbone=Qwen3-4B, Input Mode=CTX2026.03 | 85.38 | |
| Sent-Level_CPOBackbone=Qwen3-4B, Input Mode=Sent2026.03 | 85.14 | |
| Sent+Ctx_tunedBackbone=Qwen3-4B, Input Mode=CTX2026.03 | 84.79 | |
| Sent+Ctx_tunedBackbone=Qwen3-4B, Input Mode=Sent2026.03 | 84.66 | |
| Sent+Ctx_tuned+Backbone=Qwen3-4B, Input Mode=CTX2026.03 | 84.6 | |
| Sent+Ctx_tuned+Backbone=Qwen3-4B, Input Mode=Sent2026.03 | 84.58 | |
| Sent-Level_tunedBackbone=Qwen3-4B, Input Mode=Sent2026.03 | 84.41 | |
| Ctx-Aware_tunedBackbone=Qwen3-4B, Input Mode=CTX2026.03 | 84.31 | |
| Ctx-AwareBackbone=Qwen3-4B, Input Mode=CTX2026.03 | 83.25 | |
| Sent-LevelBackbone=Qwen3-4B, Input Mode=Sent2026.03 | 82.51 | |
| Ctx-AwareBackbone=Llama-3-8B-Instruct, Input Mode=CTX2026.03 | 51.33 |