AI image generators, and their errors, tell you very little about LLMs & their capabilities. When you ask ChatGPT or Bard to produce an image, the LLM is just writing prompts (often inexpertly) and those prompts are then processed separately by the relatively dumb image makers.
LLMs vs Image Generators: Understanding Distinct Capabilities
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