Datasets:
messages listlengths 2 9 |
|---|
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Develop Python code to implement a recommendation system using collaborative filtering."
},
{
"role": "assistant",
"content": "<think>The user wants me to implement a recommendation system using collaborative filterin... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What defines consciousness, and can artificial intelligence ever truly possess it?"
},
{
"role": "assistant",
"content": "<think>This is a genuinely deep philosophical question that touches on philosophy of mind, cogn... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Write Python code to implement a neural network from scratch without libraries."
},
{
"role": "assistant",
"content": "<think>The user wants me to implement a neural network from scratch in Python without using deep l... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What role should diagramming and visualization play in making requirements understandable across disciplines?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful question about technical communication a... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How might requirements engineering benefit from knowledge graphs, semantic web technologies, or ontologies?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful technical question about requirements engi... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What are the risks and opportunities of using generative AI to assist with requirements elicitation, analysis, or documentation?"
},
{
"role": "assistant",
"content": "<think>The user is asking about risks and opportu... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How can we handle requirements from stakeholders who themselves don’t fully understand the problem or solution space?"
},
{
"role": "assistant",
"content": "<think>This is a really thoughtful question about a common c... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What strategies can a requirements engineer use when stakeholders change their minds frequently or inconsistently?"
},
{
"role": "assistant",
"content": "<think>This is a practical question about requirements engineer... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What can we do when the problem itself is unclear, and requirements are being defined before the problem is fully understood?"
},
{
"role": "assistant",
"content": "<think>This is a really interesting question about p... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How might we prioritize requirements in a system where competing interests are equally valid?"
},
{
"role": "assistant",
"content": "<think>This is an interesting question about prioritization in the context of compet... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How might we recover requirements from a failed or poorly documented project?"
},
{
"role": "assistant",
"content": "<think>The user is asking about requirements recovery - a practical software engineering challenge t... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Is requirements engineering more about filtering noise from signal, or is there a deeper truth to what requirements “really” are?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful philosophical questi... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Can requirements ever be “complete,” or is completeness an illusion? Why or why not?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful philosophical question about software requirements, systems think... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Detail the process for finding the difference when 47 is subtracted from 89."
},
{
"role": "assistant",
"content": "<think>The user wants me to explain the process of subtracting 47 from 89, which means calculating 89... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How might we define the boundaries of a system’s requirements when dealing with open, networked, or edge computing environments?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful technical question ab... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What is the relationship between requirements and design, and where do we draw the line?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful question about software engineering and systems design. The r... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Can we ever have a system without requirements, or are requirements inseparable from the act of building software?"
},
{
"role": "assistant",
"content": "<think>This is a philosophical question about the nature of sof... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How might we audit requirements for accuracy, consistency, and ethical alignment, much like financial or legal audits?"
},
{
"role": "assistant",
"content": "<think>This is a genuinely interesting question about apply... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What would happen if we treated requirements like code—versioning, testing, refactoring, and continuous improvement?"
},
{
"role": "assistant",
"content": "<think>This is a really interesting conceptual question about... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What if requirements were treated as living documents, co-evolving with the system and the environment?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful, open-ended question about software engineerin... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "What would it look like for a requirements engineer to “practice” in the same way a physician or architect does?"
},
{
"role": "assistant",
"content": "<think>This is a really interesting philosophical and professiona... |
[
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "How might we measure the impact of requirements decisions on long-term system sustainability and maintainability?"
},
{
"role": "assistant",
"content": "<think>This is a thoughtful technical question about software en... |
End of preview. Expand in Data Studio
Claude Distillation Dataset
Note: This dataset is a curated collection of open-source data. All data comes from publicly available datasets on Hugging Face. This repo only provides unified formatting and deduplication. All credits go to the original data creators.
Data Sources (Open Source)
All data in this dataset is sourced from the following open-source datasets on Hugging Face:
| Source | Samples | Description |
|---|---|---|
| claude-opus-4.6-10000x | 9,633 | Claude Opus 4.6 multi-task data |
| claude-opus-4.6-high-reasoning-700x | 758 | High-quality reasoning data |
| Claude-Opus-4.6-Reasoning-887x | 887 | Reasoning task data |
| Claude-Opus-4.6-Reasoning-500x | 500 | Reasoning task data |
| Claude-Sonnet-X-Opus-4.6-Reasoning-small-500 | 524 | Sonnet & Opus mixed data |
| claude-4.5-opus-high-reasoning-250x | 250 | Claude 4.5 Opus reasoning data |
| Total | 12,525 | (after deduplication) |
What This Repo Does
This repository only provides:
- Unified formatting: Converted all data sources to a consistent messages format
- Deduplication: Removed 27 duplicate samples
- Documentation: Added data statistics and usage instructions
I did NOT create any of the original data. Please refer to the original datasets for licensing and terms of use.
Data Format
{
"messages": [
{"role": "system", "content": "You are a helpful AI assistant."},
{"role": "user", "content": "Question content"},
{"role": "assistant", "content": "Answer with thinking process"}
]
}
Thinking Process Format
Assistant responses include thinking process using special tokens to mark the thinking section, followed by the final answer.
Statistics
- Total samples: 12,525 conversations (after deduplication)
- Average length: 3,504 characters per sample
- Total characters: ~44M
System Message Distribution
- With non-empty system message: 10,993 (87.8%)
- With empty system message: 250 (2.0%)
- No system message: 1,282 (10.2%)
Most system messages contain: "You are a helpful AI assistant."
Other Statistics
- user messages: 12,581
- assistant messages: 12,669
- tool messages: 88
Usage
from datasets import load_dataset
dataset = load_dataset("Kassadin88/Claude-Distillation-Dataset")
License
This dataset is for research and educational purposes only. Please follow the terms of use of the original data sources.
Acknowledgments
Thanks to all original data creators and providers. This is just a curated collection of their work.
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