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NLP Engineer (Mid-Level) - Remote (Türkiye)

areal.ai • Türkiye
Full Remote
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Develop NLP and LLM-based systems for document data extraction, fine-tuning Transformer models, and building embedding-based retrieval systems. Requires 3+ years of NLP/ML engineering experience, expertise in Transformers, embeddings, prompt engineering, and Python/PyTorch. Work remotely from anywhere in Türkiye.

Key Highlights
Remote work from anywhere in Türkiye
Own features end-to-end (experimentation to deployment)
Focus on document data extraction, Transformers, embeddings, and LLM-based systems
Key Responsibilities
Design and improve document data extraction pipelines for mortgage and financial documents
Fine-tune and deploy Transformer-based models for classification, extraction, and string matching
Develop embedding-based retrieval and matching systems (semantic search, RAG, entity matching)
Design evaluation frameworks and quality metrics for NLP and LLM-based systems
Run prompt engineering and model comparison experiments for production improvements
Use and improve AI-assisted development workflows (coding agents, MCP integrations)
Technical Skills Required
Natural Language Processing (NLP) Transformer Models Prompt Engineering
Benefits & Perks
Competitive compensation and meaningful ownership from day one
Equity compensation
Fully remote work within Türkiye
Nice to Have
Experience with document AI, OCR, or layout-aware models
Experience with LLM APIs and cloud ML services (AWS Bedrock, SageMaker)
MLOps experience (model serving, monitoring, CI/CD for ML)
Background in financial, mortgage, or legal document processing

Job Description

Join Areal.ai as an NLP Engineer, where you will design, build, and deploy NLP and LLM-based systems in production for enterprise customers. You will own features end-to-end, from experimentation to deployment, focusing on document data extraction, fine-tuning Transformer models, and developing embedding-based retrieval systems.

What You’ll Do

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