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This paper proposes a four-world framework for modeling interpretive perspectives in computational creativity, using GPT-4.1 as a persona-based evaluator on 1,069 artworks from the SemArt dataset. Results show systematic divergence across formalist, social-historical, and iconographic perspectives, with CLIP probes revealing distinct orientation vectors for each perspective.
ConlangCrafter is a multi-hop LLM pipeline that automates constructed language (conlang) creation by decomposing the process into modular stages including phonology, morphology, syntax, lexicon generation, and translation. The system leverages LLMs' metalinguistic reasoning with randomness injection and self-refinement to produce coherent and typologically diverse constructed languages.