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GCC AI Research

SDXL Finetuned with LoRA for Coloring Therapy: Generating Graphic Templates Inspired by United Arab Emirates Culture

arXiv · · Notable

Summary

This paper introduces a method using Stable Diffusion XL (SDXL) fine-tuned with LoRA to generate culturally relevant coloring templates based on Emirati Al-Sadu weaving patterns for mental health therapy. The approach aims to leverage coloring therapy's stress-relieving benefits while embedding cultural resonance, potentially aiding in the treatment of Generalized Anxiety Disorder (GAD). Future research will explore the impact of Emirati heritage art on Emirati individuals using biosignals to assess engagement and effectiveness.

Keywords

SDXL · LoRA · Coloring Therapy · Al-Sadu · UAE

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Instruction-Guided Poetry Generation in Arabic and Its Dialects

arXiv ·

Researchers at MBZUAI have developed a new method for controllable poetry generation in Arabic and its dialects, moving beyond traditional analysis tasks for Arabic poetry within Large Language Models (LLMs). They introduce a large-scale, instruction-based dataset in Modern Standard Arabic (MSA) and various Arabic dialects, enabling LLMs to perform tasks like writing, revising, and continuing poems based on user criteria. Experiments show that fine-tuning LLMs on this dataset results in models capable of generating poetry aligned with user requirements, validated by automated metrics and human evaluation. Why it matters: This work represents a significant advancement in Arabic Natural Language Processing, offering tools for creative expression and cultural preservation while opening new avenues for user-guided content generation in culturally rich text forms.