Datasets:
messages listlengths 6 6 |
|---|
[
{
"role": "user",
"content": "I need a setting for a gothic romance. Can you suggest locations and the type of old mansion where the romance would occur? \n\nAlso include types of possible supernatural elements."
},
{
"role": "assistant",
"content": "A gothic romance sounds like a deliciously da... |
[
{
"role": "user",
"content": "A fantasy story has an elf woman who battles a dark sorcerer. Describe how her home sounds when she walks in following extensive traveling and battles to save the region. \n\nHer home is a tree nestled near a river that is surrounded by a lush forest. Describe the creaks and g... |
[
{
"role": "user",
"content": "What are some ideas for a company to create innovative / gamified ways to support wellness of employees in the workplace?"
},
{
"role": "assistant",
"content": "Integrating wellness into the workplace can be a game-changer for companies looking to boost employee sat... |
[
{
"role": "user",
"content": "A company is looking to produce a new line of affordable, eco-friendly kitchen utensils. They want to make the utensils from plant-based materials. What are some potential materials they can consider?"
},
{
"role": "assistant",
"content": "Exploring plant-based mate... |
[
{
"role": "user",
"content": "Here is a brief story idea that I want to work with. I will give you details then ask a question.\n\nIn a world where magic has disappeared, former magical creatures are forced to adapt to non-magical lives in the city. Elves, fairies, and shapeshifters have to live in secret, ... |
[
{
"role": "user",
"content": "I need to arrange a party for my teenage daughter's birthday. I want the party to be both memorable and safe. Can you help me come up with ideas for a unique party that 15-year-old girls will enjoy?"
},
{
"role": "assistant",
"content": "A 15th birthday party is a b... |
[
{
"role": "user",
"content": "My sister in law is creating a line of iceskating attire for competitive figure skaters. This is a very niche market. How might this be a strength in the market?"
},
{
"role": "assistant",
"content": "What a fascinating niche. The fact that your sister-in-law is cat... |
[
{
"role": "user",
"content": "What are some story elements that can make a mystery more interesting to readers?"
},
{
"role": "assistant",
"content": "In a mystery story, it's all about creating an intricate web of suspense, intrigue, and surprises that keep readers on the edge of their seats. T... |
[
{
"role": "user",
"content": "How can my company expand its services related to artificial intelligence for analyzing customer interactions and improve its solutions for organizations in industries like health, finance, and transportation?"
},
{
"role": "assistant",
"content": "To expand your co... |
[
{
"role": "user",
"content": "Imagine you own a small family bakery; and the bakery has been a staple in a small town for more than 100 years. The bakery is moderately profitable but you know that the bakery needs to innovate in order to attract new customers and keep your current customers engaged. The b... |
[
{
"role": "user",
"content": "Give me some ideas about what the post office could be used for other than mail. I think many towns have extra space they could use and perhaps the post office could become a community hub."
},
{
"role": "assistant",
"content": "Repurposing the post office as a com... |
[
{
"role": "user",
"content": "A man is on a quest to find the most beautiful hidden waterfalls in the world. What are some of the challenges he would face and what character traits would he have that would drive him in this quest. \n\nIn order to make your answer a flowing narrative I would like it to be wr... |
[
{
"role": "user",
"content": "I want to create a sustainable tiny home community that showcases cutting-edge green technology and innovative eco-friendly design. The community should be able to support around 50 residents and be located on roughly 5 acres of land. What are some ideas for this project?\n\nIm... |
[
{
"role": "user",
"content": "A standard issue with electric vehicles is they take so long to charge. What possible ways can this issue be improved to not take as long to charge an electric car?"
},
{
"role": "assistant",
"content": "One potential approach to speed up electric vehicle charging i... |
[
{
"role": "user",
"content": "I am a beginner in writing and I'm looking to create a short story about a group of people that travel through time. What type of plot, storyline, or world would you suggest for this? Consider elements of danger, excitement, and camaraderie. \n\nAlso, is there a specific time p... |
[
{
"role": "user",
"content": "I'm trying to come up with a main character for my new urban fantasy novel. Can you help me brainstorm? I know I want my character to have some magical abilities and to be involved in some sort of mystery or quest. I'm thinking of making them a private investigator. What do you... |
[
{
"role": "user",
"content": "I am working on a new start-up that specializes in eco-friendly products, particularly in the realm of fashion. I want to create a sustainable clothing line that is accessible and affordable for a wide range of consumers. What are some innovative ideas I could consider for this... |
[
{
"role": "user",
"content": "How can a city become more attractive to younger generations by incorporating elements of playfulness."
},
{
"role": "assistant",
"content": "To become more attractive to younger generations, a city can incorporate elements of playfulness in various ways. For instan... |
[
{
"role": "user",
"content": "You are part of an internal innovation team within a company that has been tasked with exploring new product development opportunities for outdoor activities. The target market is active outdoor enthusiasts who enjoy hiking, camping, and exploring nature. The company has a stro... |
[
{
"role": "user",
"content": "I'm starting fresh on a new fantasy story. I want my world building to be expansive and immersive, but I need an idea for a central plot to revolve around. What are some ideas to get me started? \n\n(Note: no structured breakdowns or lists) \n\nThink along the lines of high fan... |
[
{
"role": "user",
"content": "I'm looking for ideas to create an online educational platform which teaches different cultural or social skills by simulating real world situations in 3D. Can you give me some ideas?"
},
{
"role": "assistant",
"content": "Imagine an immersive platform that drops us... |
[
{
"role": "user",
"content": "What are some possibilities for a creative person wanting to create their own distinct brand of creative content without being beholden to a big media company."
},
{
"role": "assistant",
"content": "As a creative person, establishing your own brand can be a liberati... |
End of preview. Expand in Data Studio
📖 SmolTalk-Creative-Writing-enPurified-openai-messages
SmolTalk-Creative-Writing-enPurified is a highly curated, "prose-first" subset of the original collinear-ai/smoltalk-creative-writing dataset.
The enPurified collection is built on a specific philosophy: Specialization. While the ecosystem has plenty of datasets for coding (StackOverflow, StarCoder) and mathematics (GSM8K), high-quality, fluent English prose often gets diluted when mixed with syntax-heavy code or rigid math formulas. This dataset was created to keep only the highest quality English prose—no coding, no foreign languages, no low-quality text, and no math.
This heuristic pruning process reduced the dataset from 75,941 down to 16,608 of the highest quality creative English prose.
💎 The "enPurified" Standard
This dataset has been standardized into the OpenAI Messages format (list of dictionaries with role and content).
{"messages": [{"role": "user", "content": "..."}, {"role": "assistant", "content": "..."}]}
Why this format?
- Universal Compatibility: This is the de-facto standard for modern fine-tuning frameworks (including Axolotl, Unsloth, LLaMA-Factory, and Hugging Face's
chat_template). - Contextual Flow: By converting raw text into structured messages, we preserve the conversational relationship between instructions and storytelling.
- Smart Chunking: For source data containing massive strings (like novels), we utilize a high-quality LangChain script to chunk the text into paragraphs with relevant instructions, ensuring the model learns from digestible, context-rich segments.
🛡️ The "Elite Quality Filter" (Heuristics)
The core value of this dataset lies in what was removed. The data pipeline employed a series of strict heuristic tests (enPurifier v4.2) to ensure linguistic purity.
1. Linguistic & Prose Purity
| Test | Threshold | Intent |
|---|---|---|
| English Only | py3langid == 'en' |
Ensures the model focuses purely on English nuance without cross-lingual interference. |
| No Code/Syntax | Character Ratio | Removes programming artifacts (JSON, brackets, backslashes). If it looks like code, it's out. |
| No Math/LaTeX | No $$ or \begin{ |
Excludes LaTeX equations and heavy math notation. This is for language, not calculation. |
2. Creative Writing Specifics
| Test | Threshold | Intent |
|---|---|---|
| Dialogue Integrity | Quote Parity | Detects unclosed quotes which often indicate truncated synthetic outputs. |
| Lexical Diversity | TTR > 0.40 |
Anti-Loop. Ensures high vocabulary variety and prevents repetitive, "stuck" AI behavior. |
| Narrative Slop | Regex Search | Removes narrative clichés ("In a world where...") and robotic safety filler. |
3. Structural Standards
- Substance Check: Assistant responses are filtered for length (minimum 400 characters for creative writing) to ensure the model learns to provide detailed, immersive descriptions rather than brief summaries.
- Refusal Filtering: Aggressively removes "RLHF slop" such as "As an AI language model" or moralizing lectures.
- Thought Normalization: Standardizes various synthetic "thinking" formats into unified
<think>tags for easier training.
⚖️ Credits & Licensing
Source Material: This dataset is a filtered derivative of collinear-ai/smoltalk-creative-writing.
- Original Creator: Collinear AI / Hugging Face
- Original License: Apache 2.0
Licensing: In accordance with the source, this dataset is released under the Apache 2.0 License.
Disclaimer: While aggressive filtering was applied to remove refusals and low-quality text, the source data is synthetic and users should be aware of the potential for hallucinations inherent to LLM outputs.
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