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mertkayacs
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https://www.mertkayacs.com/

AI & ML interests

Sr. AI Engineer, MSc & Sr. Fullstack Engineer Gen AI / XAI / CV / LLMs / Agentic Workflows TEDU MSc / TOBB ETU CS

Recent Activity

liked a model 3 days ago
opencv/face_detection_yunet
liked a model 12 days ago
RavichandranJ/Dolphin3-Cyber-8B-GGUF
reacted to GoktugD's post with 🔥 14 days ago
🇹🇷 Our 1B Turkish OCR model achieved 0.15% character error rate. But there's a catch. That result came from a controlled evaluation. Real-world documents are a different challenge. Blurry phone photos. Damaged receipts. Complex tables. Handwritten annotations. Low-resolution scans. These are the cases where OCR systems can struggle. We built Werea-DocOCR-1B, an open-source model specialized for Turkish enterprise documents. Our published evaluation: 📄 12 document categories 🧪 72 held-out synthetic test pages 📊 0.15% average CER 🖥️ Fine-tuned on a single RTX 3090 🔓 Apache 2.0 But here's what interests me more than another benchmark: Can the Hugging Face community find documents that break our model? 🔥 THE TURKISH OCR CHALLENGE I'm looking for difficult Turkish documents that expose real weaknesses. If you work with OCR, document AI, or multilingual models, I'd love your input. We'll use the most interesting failure cases to improve our evaluations and share what we learn. No inflated claims. No hiding failures. Just open models and measurable progress. 🤗 Model: https://huggingface.co/Werea-co/Werea-DocOCR-1B 📚 Dataset: https://huggingface.co/datasets/Werea-co/werea-tr-doc-ocr-enterprise-v2 🇹🇷 Built in Türkiye. Open to everyone. Follow @GoktugD and @Werea-co to see the results of the challenge and our next experiments. 💬 Question: What's the hardest document type you've ever tried to extract text from? #OCR #DocumentAI #OpenSourceAI #HuggingFace #TurkishAI
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