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ResearchFormerly WizWand

Transliteration

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Aksharantar Indic-to-Roman v1 (test)

0.083CER

42

Feb 26, 2026

Aksharantar Roman-to-Indic v1 (test)

0.08CER

42

Feb 26, 2026

Konkani-Bench Romi to Kannada

gemini-flash-latest

67.01BLEU Score

21

Mar 26, 2026

Konkani-Bench Romi to Devanagari

gemini-flash-latest

78.13BLEU Score

21

Mar 26, 2026

Konkani-Bench Kannada to Romi

konkani-Qwen2.5-14B-Instruct

55.26BLEU

21

Mar 26, 2026

Konkani-Bench Kannada to Devanagari

konkani-Qwen2.5-14B-Instruct

56.03BLEU Score

21

Mar 26, 2026

Konkani-Bench Devanagari to Romi

konkani-Qwen2.5-14B-Instruct

50.52BLEU

21

Mar 26, 2026

Konkani-Bench Devanagari to Kannada

konkani-gemma-3-27b-it

38.71BLEU Score

21

Mar 26, 2026

9.6CER

10

Feb 26, 2026

Egyptian Arabic

Nile-Chat-3x4B-A6B

83.97chrF

6

Feb 26, 2026

73.15BLEU (C)

1

Feb 26, 2026

82.6Accuracy

1

Feb 26, 2026

62.8Word-BLEU

1

Feb 26, 2026

78.9Char-BLEU

1

Feb 26, 2026

60.6Char-BLEU

1

Feb 26, 2026