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Transliteration on Konkani-Bench Devanagari to Romi

50.52BLEUkonkani-Qwen2.5-14B-Instruct
-1.823211.765925.35538.9441Mar 7, 2026

Evaluation results

MethodLinks
konkani-Qwen2.5-14B-InstructModel Category=Konkani Finetuned Models, Sample Size=200 samples2026.0350.5280.04
konkani-gemma-3-12b-itModel Category=Konkani Finetuned Models, Sample Size=200 samples2026.0348.5678.07
konkani-gemma-3-27b-itModel Category=Konkani Finetuned Models, Sample Size=200 samples2026.0345.8176.41
gemini-flash-latestModel Category=Proprietary & Large API Models, Sample Size=200 samples2026.0343.8377.34
konkani-gemma-3-4b-itModel Category=Konkani Finetuned Models, Sample Size=200 samples2026.0342.1970.41
konkani-llama3.1-8bModel Category=Konkani Finetuned Models, Sample Size=200 samples2026.0330.3674.13
gpt-5.2Model Category=Proprietary & Large API Models, Sample Size=200 samples2026.0313.3546.7
DeepSeek-V3.2Model Category=Open-Weights (General), Sample Size=200 samples2026.0312.2449.47
gemma-3-27b-itModel Category=Open-Weights (General), Sample Size=200 samples2026.0311.8349.53
claude-sonnet-4-6Model Category=Proprietary & Large API Models, Sample Size=200 samples2026.0310.4843.42
kimi-k2-instruct-0905Model Category=Proprietary & Large API Models, Sample Size=200 samples2026.038.5142.41
grok-4-fast-non-reasoningModel Category=Proprietary & Large API Models, Sample Size=200 samples2026.037.8741.92
Llama-3.3-70B-InstructModel Category=Open-Weights (General), Sample Size=200 samples2026.037.0842.6
gpt-5-miniModel Category=Proprietary & Large API Models, Sample Size=200 samples2026.036.5743.54
gemma-3-12b-itModel Category=Open-Weights (General), Sample Size=200 samples2026.034.8438.78
Meta-Llama-3.1-8B-InstructModel Category=Open-Weights (General), Sample Size=200 samples2026.034.7237.35
c4ai-aya-expanse-32bModel Category=Open-Weights (General), Sample Size=200 samples2026.032.9234.85
Qwen2.5-14B-InstructModel Category=Open-Weights (General), Sample Size=200 samples2026.031.321.4
konkani-Qwen2.5-1.5B-InstructModel Category=Konkani Finetuned Models, Sample Size=160 samples2026.030.9713.1
Qwen2.5-1.5B-InstructModel Category=Open-Weights (General), Sample Size=200 samples2026.030.38.46
command-a-03-2025Model Category=Open-Weights (General), Sample Size=200 samples2026.030.1910.34