While EleutherAI GPT-Neo has shown substantial improvements in text-to-image synthesis, it's important to note that the model's performance may vary depending on the specific context and requirements. Continuous research and development are being conducted to enhance the capabilities of EleutherAI GPT-Neo in this area.