Author

Furkan Göz

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Open access Aug 2026

Task-Specific QLoRA Adaptation in RAG-Based Information Extraction from Research Articles

Large Language Models have shown considerable potential for academic document understanding, but their use in information extraction remains limited by hallucination and incomplete evidence grounding. This study presents an end-to-end Retrieval-Augmented Generation framework using a domain-adapted Llama 3.1 8B Instruct...

Y. Dikilitaş, A. Sayar, Furkan Göz · Applied Sciences · 0 citations

Open access Jul 2026

A Confidence-Aware Hybrid Vision–Language Framework for Food Recognition and Nutritional Monitoring

A confidence-aware hybrid vision–language framework engineered for traditional Turkish food recognition and structured nutritional assessment that demonstrates localized plate detection, adaptive portion analysis, and structured nutrient tracking, providing a scalable design for consumer-facing digital nutrition platfo...

Furkan Göz, Muhammad Jamil, A. Kavak et al. · Nutrients · 0 citations