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tax-free/scientific-ideation-diversity

Scientific Ideation Diversity Raw data release for the paper "On the Effects of Reasoning Effort and Prompt-Based Diversification on Scientific Ideation Diversity" (Discovery Science 2026). The paper studies how reasoning effort (low/medium/high) and prompt-based diversification (Verbalized Sampling, String Seed of Thought) shift the diversity of LLM-generated scientific ideas across three frontier models — Claude Sonnet 4.6, GPT-5.4, Gemini 3.1 Pro — evaluated with lexical… See the full description on the dataset page: https://huggingface.co/datasets/tax-free/scientific-ideation-diversity.

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