🔤 Naqta — نقطة Arabic Punctuation Restoration Naqta (Arabic: نقطة, "dot/period") is a high performance Arabic punctuation restoration model. Given plain unpunctuated Arabic text, it predicts the correct punctuation mark after each word using token level sequence classification on top of XLM RoBERTa Large . 💡 Try it live on the Hugging Face Space ✨ What Does It Restore? Symbol Name Example : : . Period نهاية الجملة ، Arabic comma فاصلة عربية ؟ Arabic question mark علامة استفهام ! Exclamation mark علامة تعجب : Colon نقطتان ؛ Arabic semicolon فاصلة منقوطة Dash شرطة 🏆 Results Validation Metrics (v11d — Final) Metric Score : 🎯 Macro F1 0.8960 ✅ Accuracy 0.9714 Per Class F1 Score Class Symbol F1 Performance : : : Exclamation ! 0.8897 🟢 Excellent Arabic semicolon ؛ 0.8042 🟢 Excellent Question mark ؟ 0.9665 🟢 Excellent Dash 0.9007 🟢 Excellent Arabic comma ، 0.8100 🟢 Excellent Period . 0.8968 🟢 Excellent 🗂️ Training Data The model was trained on a large multi source Arabic corpus totaling over 1.4 million paragraphs from six diverse sources, covering a broad range of Arabic writing styles and domains. Corpus Sources Source Rows Domain : ABC / UNPC ~1,020,000 News & formal Arabic…
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