
Eren Unlu
Co-Founder & CTO — spatially aware AI researcher
Summary
Work
Education
Projects
Writing
Geotokens and Geotransformers
January 1, 2024ArXiv preprint proposing geotokens as transformer input components tied to geographic locations and a position encoding approach tailored for spherical coordinates.
Chatmap : Large Language Model Interaction with Cartographic Data
January 1, 2023ArXiv preprint detailing proof-of-concept fine-tuning of a 1B-parameter LLM via distilled artificial dataset to provide a natural language interface to OpenStreetMap and explore geospatially aware RAG applications.
Spherical Position Encoding for Transformers
January 1, 2023Paper introducing the notion of geotokens and a position encoding mechanism adapted from RoPE for transformer inputs representing geographical coordinates on a sphere.
Translation Aligned Sentence Embeddings for Turkish Language
January 1, 2023Methodology for training sentence embedding models for Turkish by aligning embedding spaces using translation pairs and a two-stage fine-tuning regimen.
Deep learning-based strategies for the detection and tracking of drones using several cameras
January 1, 2019Paper describing an autonomous optics-based UAV detection, tracking and identification system using a wide-angle static RGB camera and a rotating turret camera, with deep learning detection and novel tracking policies.