🦅 Supra-50M-Reasoning

Supra-50M-Reasoning is the reasoning version of Supra-50M Instruct. It does "reasoning" before every answer for proving better answers.

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📚 Training Data

For the SFT (supervised finetuning) for making the model reason, we used a custom synthetically dataset with 500 samples by Qwen3 1.7B for 6 epochs. See the full SFT-code in sft.py and the dataset in data.jsonl

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🏆 Benchmarks

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🧩 Answer Structure

All answers of this model are in the same structure:

<|begin_of_thought|>
... Thinking ...
<|end_of_thought|>
<|begin_of_solution|>
... Final answer ...
<|end_of_solution|>

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💬 Sample Outputs

Question: What is AI?
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<|begin_of_thought|>
Okay, the user wants to know what AI stands for. Let me start by recalling what I remember about it. It's when computers are programmed with algorithms that can perform tasks without human intervention. So, they use machine learning techniques like supervised learning or deep neural networks. They might be used in healthcare, finance, transportation, gaming, etc., but maybe not specifically designed for specific applications. But there's also the question of how they work. Oh, right, so AI has been around since its inception. The main goal is to improve efficiency and accuracy over time. Maybe mention that they're being integrated into everyday life. Yeah, that's important because they help automate repetitive tasks, such as data entry or financial transactions. Also, AI could lead to breakthroughs in areas like autonomous vehicles or self-driving cars. That would make AI more accessible than ever. Keep it concise, under 150 words. Check if there's anything else you need to keep it short, like the definition or the key points. Alright, structure this step: define AI, explain its origins, definitions, and potential uses. Make sure to highlight these concepts clearly.
<|end_of_thought|><|begin_of_solution|>
AI refers to artificial intelligence (AI) created from machines' programming to solve complex problems using advanced computational methods. Its development dates back to the 1940s, where it was first introduced at MIT University in 1965. By leveraging natural language processing and computer vision technology, AI aims to enable intelligent decision making across various domains. Applications include robotics, speech recognition, fraud detection, and predictive analytics. Despite advancements in hardware and software engineering, AI remains elusive due to limited resources and lack of real-world application. 

**Answer:** AI encompasses many aspects including automating routine tasks, enabling automation, enhancing efficiency, driving innovation, and advancing fields like finance, cybersecurity, and logistics.
<|end_of_solution|>

Question: How can I bake a cake?
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<|begin_of_thought|>
Okay, the user is asking how to bake a cake using basic recipe instructions. Let me start by recalling what you know about cake mixing. First, make sure it's simple enough for everyone. Then, prepare the ingredients beforehand. For example, flour, sugar, eggs, milk, butter or oil. Make sure each ingredient has a specific time frame (e.g., 2-3 minutes). Also note that there are different types of cakes, like chocolate cake, coconut cake, etc.) So the key points are consistency, flavor profile, safety features, and shelf life. Keep in mind that these steps should be straightforward and cover all aspects without jargon. Check if there's any other aspect important, such as the thickness, texture, or appearance. Avoid technical terms but keep it concise. Need to avoid jargon too much. Wait until the answer is clear and concise.
<|end_of_thought|><|begin_of_solution|>
Crafters use basic recipes to create delicious baked goods with minimal risk. The main components include flour, baking powder, eggs, salt, and seasonings. Each step includes thorough measurements, including measuring accuracy, ensuring durability, and avoiding unnecessary details.  

Final Answer: Creamy batter made from flour, sugar, eggs, melted butter, and spices (e.g., maple syrup) is cooked in 1/2 cup water, then coated in powdered sugar (or plain). It balances out natural flavors while maintaining its smoothness.
<|end_of_solution|>

Question: How does a large language model learn?
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<|begin_of_thought|>
Okay, the user is asking how a huge language model learns from experience. Let me break this down. First, I need to recall what I know about languages like English or French. Then there's the concept of contextual awareness. Contextual understanding refers to how people perceive words in context. So, the key points are that it's fine-tuned for specific tasks such as text generation, translation, etc., but also applies well with other domains like social media usage. Also, the use of natural language models can be useful when dealing with complex systems where human interaction might not always occur naturally. The main idea here is that learning from context helps to improve accuracy over time by enabling better processing between humans and machines. Need to make sure the explanation is clear and concise so I'll structure it step by step. Make sure each point is covered clearly and concisely. Check if there's any additional information needed, like examples, which could help clarify concepts without getting too technical. Keep it simple yet informative. Alright, time to structure it: 
<|end_of_thought|><|begin_of_solution|>
A big language model learns by using contextual knowledge to understand words in context. It uses natural language models (like English) to generate coherent responses based on patterns learned from previous interactions. This allows it to adapt quickly to new situations, even when faced with different contexts. By incorporating contextual knowledge into its training data, the model improves its ability to distinguish between spoken and written texts, making it easier for users to comprehend complex topics. Key features include regular updates to update the model's performance, automatic translations, and improved coherence.  

**Answer:** A major aspect of deep learning lies in contextual awareness, allowing it to recognize sequences of words in context. Additionally, contextual analysis enables better processing between humans and machines, enhancing efficiency and effectiveness across various domains.
<|end_of_solution|>

Question: What is HTML?
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<|begin_of_thought|>
Okay, the user wants to know what HTML stands for. Let me start by recalling what I remember about.HTML (Hypertext Markup Language) is a markup language used in web development to define the structure of websites. It's like creating a document with all its content contained within one field. So, it's important because it defines how pages should be displayed on a website. But maybe not necessarily why they're called "webpages." Also, there are other aspects that need to be understood too. Maybe mention syntax rules or semantic patterns. That might help. Keep it concise but cover the key points clearly. Make sure you highlight these elements brieflyly without getting bogged down. Avoid jargon but keep it under 150 words. Check if there's anything else important, like the use of tags or stylesheets. Yeah, that makes sense. Alright, time to put it all together. 
<|end_of_thought|><|begin_of_solution|>
HTML (HyperText Markup Language) is a markup language used to create documents containing information about their appearance. Its main purpose is to make them easier to read and understand, so users can quickly find what they want without having to write everything manually. Key concepts include structuring content, using CSS sprites, and ensuring consistency across different fields. The standard version includes syntax rules, semantic patterns, and syntax-specific formatting. Frameworks such as React, Angular, Scikit-learn, and TensorFlow allow developers to build complex models from scratch. 

Final Answer:HTML uses a markup language to define page layout, including structuring content, using CSS sprites, and maintaining consistency across various domains. These technologies enable faster loading times, improved functionality, and enhanced performance.
<|end_of_solution|>

Question: What is the meaning of life?
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<|begin_of_thought|>
Okay, the user wants to know about the definition of life. Let me start by recalling what I know. Life refers to the natural processes that allow individuals to live their lives without any external pressures or challenges. It's like living in a world where people have different needs, preferences, and lifestyles. The main points are the concept of purpose, the impact on one’s well-being, and how it affects relationships with others. Also, the importance of self-discipline and mental health. So, the answer should mention the key elements: purpose, support, balance, and overall wellbeing. Make sure to keep it concise but cover all aspects clearly. Check for clarity and correctness.
<|end_of_thought|><|begin_of_solution|>
Life is defined as having inherent characteristics (like happiness, contentment) that enable individuals to thrive and achieve their goals. This includes traits such as purpose, resilience, emotional intelligence, and social skills. These qualities help individuals navigate complex situations, develop coping strategies, and maintain personal fulfillment. 

Final Answer: Life is defined as having innate factors like purpose, support, balance, and self-awareness, influencing behavior and emotions.<|end_of_solution|>

Question: Name the top three products of Microsoft.
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<|begin_of_thought|>
Okay, the user is asking about the Top Three Products of Microsoft. Let me start by recalling what I know. The top three products are Windows 95 Pro XDR (Microsoft A14 Bionic), MacBook OS (MacOS), and Office Suites. They all have different features like video calls, document sharing, productivity tools, and more. Also, they share their core functionality with each other. So, the key points are hardware specifications, software development, security, and user experience. Make sure to keep it concise but cover any technical details without getting too detailed. Keep it under 150 words. Check for accuracy in terms of clarity and coherence. Alright, time to structure this step.
<|end_of_thought|><|begin_of_solution|>
The top 3 products include Windows 95 Pro XDR (Microsoft A14 Bionic) featuring advanced graphics processing capabilities, macOS (Windows 95 ProX) featuring robust performance improvements, and Office Suite (Microsoft A13 Bionic). These devices offer enhanced connectivity, improved collaboration between developers, and enhanced reliability. 

**Answer:** Windows 98 Pro XDR (Microsoft A14 Bionic) boasts powerful hardware components including high-resolution graphics processors, smooth rendering, and efficient integration into various applications. It supports enterprise platforms like Shopify, Viber, and Google Play Store. Its extensive support ensures scalability and efficiency. 

**Final Answer:** Windows 95 Pro XDR (Microsoft A14 Bionic) delivers exceptional performance across multiple industries - gaming, mobile apps, and cloud computing services.
<|end_of_solution|>

Question: Write an argumentation about fast food. ~400 words
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<|begin_of_thought|>
Okay, the user is asking about fast food. I need to explain what it's like. First, let me think about fast eating. Fast-growing fast foods are often high in calories, unhealthy fats, sugars, and sodium. They're usually low in calorie content but have lots of nutrients that keep them healthy. But wait, there's also the issue of convenience. Fast-foods can be quickened or slowened, so they don't last longer than junk food. That makes sense. Also, fast meals tend to be more expensive because they require less money for ingredients and cooking time. So why do they make up? The main reason is their cheapness. 

Fast-fast diets are typically healthier choices since they use fewer saturated fat and added sugars compared to junk food options. However, they may not always meet nutritional needs. For example, some people might prefer to eat fast food instead of junk food, which means they'll spend more on processed snacks. This could lead to overeating overtime. 

I should mention the benefits too. Fast-cooked fast foods offer a lot of nutrition, including fiber, vitamins, minerals, and antioxidants. These types of foods provide essential nutrients such as vitamin C, potassium, and fiber. Plus, they reduce stress levels by reducing cravings for sweets. 

Wait, maybe the key points here? Slow-flavors are cheaper, easier to prepare, and better for health. Fast-fasts are lower in calories, while junk food has higher amounts of sugar and salt. Fries are cheaper, but they still carry excess fat and added sugars. Overall, fast-drying fasties offers a combination of flavor profiles and nutrient values. 

**Answer:** Fast-edged fast-lover diet emphasizes complex nutrients from whole grains, fruits, vegetables, nuts, seeds, and other nutritious sources. It's cost-effective, easy to cook, and promotes weight loss with reduced consumption.
<|end_of_thought|><|begin_of_solution|>
Frame: Fast-popped fast-starts when consumed in fast-drinking fast-meaters, leading to increased hunger and appetite. Fast-pulse speedy fastens with occasional treats, making it easier for individuals to satisfy their dietary demands without consuming excessive amounts of saturated fat and transates. 

Conclusion: Fast-speeding fast-enients can improve physical performance, boost energy levels, and enhance overall health outcomes. Focus on filling up quickly and avoiding unnecessary items.
<|end_of_solution|>

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📄 License

This model is released under the Apache 2.0 License.

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