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ResearchFormerly WizWand

Automatic Subtitling

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Overall Average across MSTCIN, ECSC, and EPI (test)

Proposed (DTW + Joint)

59.2Subtitling Error Rate (AVG)

6

Feb 26, 2026

EP Interviews (EPI) en-es (test)

Papi et al. (2023a)

72.3SubER (cased)

6

Feb 26, 2026

EP Interviews (EPI) en-de (test)

Papi et al. (2023a)

80.3SubER (cased)

6

Feb 26, 2026

EC Short Clips (ECSC) en-es (test)

Papi et al. (2023a)

52.7SubER (cased)

6

Feb 26, 2026

EC Short Clips (ECSC) en-de (test)

Proposed (DTW + Joint)

58.5SubER (cased)

6

Feb 26, 2026

MuST-Cinema (MSTCIN) en-es (test)

Proposed (DTW + Joint)

44.7SubER (cased)

6

Feb 26, 2026

MuST-Cinema (MSTCIN) en-de (test)

Proposed (SBAAM + Joint)

56.2SubER (cased)

6

Feb 26, 2026

IWSLT en-es 2023 (val)

SBAAM (This work)

49.5SubER (TED cased)

2

Feb 26, 2026

IWSLT en-de 2023 (val)

SBAAM (This work)

62.1SubER (TED uncased)

2

Feb 26, 2026