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[r/ML] [R] LLMs asked to "be creative" converge on the same few archetypes. I tested 3 architectures that escape this across 196 solutions.

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Summary

This research identifies a "Median Trap" where LLMs, despite prompts for creativity, consistently generate solutions clustering around a few common archetypes. A controlled experiment (N=196) was conducted to test methods for escaping this limitation. The study explored novel architectures like Semantic Tabu, which blocks previously used mechanisms, and a dual-agent Solution Taxonomy system to encourage more diverse outputs.

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