Buckets:

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ColdSlither

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Instruct-Anime-CreativeWriting-bucket

A small synthetic dataset of instruct prompts from various fandoms, answered by anime / game characters instructed to respond in a creative writing style.

Data was created by a mix of Claude 3.7, Deepseek-v3 & Gemini Flash.

Dataset has been cleaned for major slop. There's a decent amount of one word (testaments, fractures etc.) slop in here, but generally this one is pretty clean and has a positive impact on writing style for models it's applied to.

Creation Process:

1. Character is randomly selected from a CSV of scraped Danbooru characters
2. Fandom page for character is scraped if exists and evaluated for quality
3. A second fandom is selected at random, uses the Special:Random url to get a random page (i.e. https://naruto.fandom.com/wiki/Special:Random)
4. This page is scraped, summarized and not evaluated for quality
5. An LLM is tasked to come up with a prompt based on the summarized page, the prompt will ask it to make an incorrect statement question or correct one
6. LLM is now tasked to answer the question as the character selected in step 1 and provided the same summary, randomly additional instructions are inserted
7. System prompt is heavily reduced or stripped entirely and conversation is saved
8. Python script is run to identify the level of slop and remove the most egregious examples