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ResearchFormerly WizWand

Machine Translation on 10-language machine translation evaluation suite (test)

89.94De->En ScoreOurs

Evaluation results

Method	Links
Ours2025.04		89.94	90.45	86.1	88.51	87.96	88.53	89.02	88.31	87.16	88.04	88.4
Ours - QA Fine-tuning2025.04		89.9	90.12	85.82	88.65	87.87	88.49	88.87	87.81	87.07	87.71	88.23
DocRefine doc2025.04		89.74	90.06	83.5	88.21	87.49	88.21	88.69	86.33	86.85	87.44	87.65
Doc2Doc tuned2025.04		89.7	90.2	85.01	88.61	87.7	85.91	88.66	85.19	86.99	87.56	87.53
Ours2025.04		89.63	89.95	84.58	88.58	87.26	87.76	88.61	86.34	86.5	86.88	87.61
DocRefine sent2025.04		89.63	90.03	84.21	88.02	87.64	88.24	88.68	86.93	86.9	87.55	87.78
Ours - QA Fine-tuning2025.04		89.41	89.88	84.44	88.43	87.19	87.43	88.37	85.63	86.14	86.69	87.36
Doc2Doc tuned2025.04		89.35	89.91	80.51	88.29	86.38	87.2	88.2	83.76	86.26	85.51	86.54
SentRefine sent2025.04		89.33	89.8	85.51	88.24	86.71	88.04	88.3	87.89	86.77	86.71	87.73
DocRefine doc2025.04		89.22	89.51	84.45	88.24	87.25	86.86	88.34	86.12	86.39	86.7	87.31
Doc2Doc2025.04		89.15	89.29	85.16	87.9	86.81	86.56	87.3	86.66	85.65	85.74	87.02
SentRefine sent2025.04		89.12	89.65	85.29	88.08	86.53	87.1	88.17	87.16	86.38	86.7	87.42
DocRefine sent2025.04		88.96	89.08	83.09	88.45	87.19	87.18	88.17	83.21	86.08	86.42	86.78
Sent2Sent tuned2025.04		88.93	88.91	86.38	88.33	86.27	86.28	87.12	86.25	86.43	86.49	87.14
Doc2Doc2025.04		88.62	88.76	84.47	87.36	85.84	83.87	87.07	82.61	84.79	83.85	85.72
Sent2Sent2025.04		88.52	88.4	84.24	87	86.18	86.64	87.32	86.25	85.52	85.41	86.54
Sent2Sent tuned2025.04		88.49	88.55	85.03	87.78	86.42	87.24	87.22	87.17	86.52	85.85	87.03
Sent2Sent2025.04		87.71	88.32	83.74	86.63	84.6	84.47	86.82	83.23	84.55	79.76	84.98