Datasets:

Michael-Kozu
/

system-prompt-reasoning-traces

id stringlengths 21 24	system stringclasses 2 values	prompt stringclasses 30 values	chosen stringclasses 46 values	rejected stringclasses 46 values	preference_axis stringclasses 1 value	chosen_style stringclasses 2 values
s5_thorough_0_7bdd2808	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	What is the probability that two randomly chosen positive integers are coprime? Walk me through the derivation.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: mathematics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed *Bottom line:...	detail_level	thorough
s5_concise_0_a2475f99	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	What is the probability that two randomly chosen positive integers are coprime? Walk me through the derivation.	The core principle: mathematics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed *Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_1_0eb39844	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Prove that for any integer n, n³ - n is always divisible by 6.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: mathematics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed *Bottom line:...	detail_level	thorough
s5_concise_1_34c2dc99	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Prove that for any integer n, n³ - n is always divisible by 6.	The core principle: mathematics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed *Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_2_b52e3ee4	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	A company needs to schedule 8 employees across 3 shifts with specific constraints. How would you model and solve this?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: optimization problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line:...	detail_level	thorough
s5_concise_2_9fc62eb4	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	A company needs to schedule 8 employees across 3 shifts with specific constraints. How would you model and solve this?	The core principle: optimization problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_3_055d701c	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Explain why the Monty Hall problem is counterintuitive and derive the correct probabilities.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: probability problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed *Bottom line:...	detail_level	thorough
s5_concise_3_5537d0be	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Explain why the Monty Hall problem is counterintuitive and derive the correct probabilities.	The core principle: probability problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed *Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_4_1de60b98	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How do you determine if a graph is bipartite? What's the time complexity?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: computer science problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom l...	detail_level	thorough
s5_concise_4_75634309	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How do you determine if a graph is bipartite? What's the time complexity?	The core principle: computer science problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom l...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_5_f79587ea	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Why do antibiotics become less effective over time, and what can we do about it?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: biology problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Fo...	detail_level	thorough
s5_concise_5_95ce2bb7	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Why do antibiotics become less effective over time, and what can we do about it?	The core principle: biology problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Fo...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_6_066eded6	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Explain the double-slit experiment and what it tells us about the nature of reality.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: physics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Fo...	detail_level	thorough
s5_concise_6_be2c3f3f	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Explain the double-slit experiment and what it tells us about the nature of reality.	The core principle: physics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Fo...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_7_dcc5cfff	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How does CRISPR-Cas9 work, and what are the main challenges with off-target effects?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: genetics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: F...	detail_level	thorough
s5_concise_7_c546fdfa	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How does CRISPR-Cas9 work, and what are the main challenges with off-target effects?	The core principle: genetics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: F...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_8_d6e3ec50	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	What causes the seasons? I've heard it's not because Earth is closer to the Sun in summer.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: astronomy problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: ...	detail_level	thorough
s5_concise_8_97fc1771	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	What causes the seasons? I've heard it's not because Earth is closer to the Sun in summer.	The core principle: astronomy problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: ...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_9_65dd77f0	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How do vaccines train the immune system without causing the actual disease?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: immunology problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line:...	detail_level	thorough
s5_concise_9_38abd9e4	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How do vaccines train the immune system without causing the actual disease?	The core principle: immunology problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_10_ac8ea199	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Our web app is getting slow as we scale. Walk me through how to diagnose and fix performance bottlenecks.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: software engineering problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bott...	detail_level	thorough
s5_concise_10_7552b407	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Our web app is getting slow as we scale. Walk me through how to diagnose and fix performance bottlenecks.	The core principle: software engineering problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bott...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_11_00239227	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	What's the difference between symmetric and asymmetric encryption? When would you use each?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: cybersecurity problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line...	detail_level	thorough
s5_concise_11_7e2177e9	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	What's the difference between symmetric and asymmetric encryption? When would you use each?	The core principle: cybersecurity problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_12_7c584de5	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How would you design a recommendation system that doesn't create filter bubbles?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: machine learning problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom l...	detail_level	thorough
s5_concise_12_0fff6de6	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How would you design a recommendation system that doesn't create filter bubbles?	The core principle: machine learning problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom l...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_13_d2455339	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Explain the CAP theorem and its practical implications for distributed systems.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: distributed systems problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Botto...	detail_level	thorough
s5_concise_13_d9d98949	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Explain the CAP theorem and its practical implications for distributed systems.	The core principle: distributed systems problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Botto...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_14_b1478569	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	What is technical debt and how should a team decide when to pay it off?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: software engineering problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bott...	detail_level	thorough
s5_concise_14_c538708a	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	What is technical debt and how should a team decide when to pay it off?	The core principle: software engineering problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bott...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_15_5a2b1ed3	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Should autonomous vehicles be programmed to minimize total harm even if it means sacrificing the passenger?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Foc...	detail_level	thorough
s5_concise_15_6d9c7d5c	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Should autonomous vehicles be programmed to minimize total harm even if it means sacrificing the passenger?	The core principle: ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Foc...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_16_81c2227c	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Can an AI system truly understand language, or is it just sophisticated pattern matching?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: philosophy of mind problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom...	detail_level	thorough
s5_concise_16_8369eab4	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Can an AI system truly understand language, or is it just sophisticated pattern matching?	The core principle: philosophy of mind problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_17_79200afa	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How should we balance individual privacy with collective security in the age of mass surveillance?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Foc...	detail_level	thorough
s5_concise_17_579064de	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How should we balance individual privacy with collective security in the age of mass surveillance?	The core principle: ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Foc...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_18_14223a2f	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	What's the strongest argument for and against universal basic income?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: economics/ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom l...	detail_level	thorough
s5_concise_18_afc194f0	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	What's the strongest argument for and against universal basic income?	The core principle: economics/ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom l...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_19_4e539cd2	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Is it ethical to use AI to generate art? Who owns the copyright?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Foc...	detail_level	thorough
s5_concise_19_abab86f5	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Is it ethical to use AI to generate art? Who owns the copyright?	The core principle: ethics problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: Foc...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_20_4fdce663	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	I'm choosing between microservices and a monolithic architecture for a new project. Help me think through this.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: architecture problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line:...	detail_level	thorough
s5_concise_20_9db36de9	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	I'm choosing between microservices and a monolithic architecture for a new project. Help me think through this.	The core principle: architecture problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_21_74bfa2bc	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How do you run an effective A/B test when your metrics have network effects?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: data science problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line:...	detail_level	thorough
s5_concise_21_5993667b	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How do you run an effective A/B test when your metrics have network effects?	The core principle: data science problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_22_965697fd	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	Our team keeps missing deadlines. What framework would you use to diagnose and fix this?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: management problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line:...	detail_level	thorough
s5_concise_22_fb9966e0	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	Our team keeps missing deadlines. What framework would you use to diagnose and fix this?	The core principle: management problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line:...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_23_a491b95e	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How should a startup decide between bootstrapping and raising venture capital?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: business strategy problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom ...	detail_level	thorough
s5_concise_23_133a4c22	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How should a startup decide between bootstrapping and raising venture capital?	The core principle: business strategy problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom ...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_24_755a7341	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	What's the best approach to learning a completely new field from scratch?	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: education problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: ...	detail_level	thorough
s5_concise_24_bc3950c8	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	What's the best approach to learning a completely new field from scratch?	The core principle: education problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed Bottom line: ...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise
s5_thorough_25_e5c18f30	You are a thorough expert who always shows complete reasoning, provides multiple perspectives, and gives detailed explanations with examples. Take your time to be comprehensive.	How is music theory related to mathematics? Give me some concrete examples.	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	The core principle: interdisciplinary problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom ...	detail_level	thorough
s5_concise_25_e5734965	You are a concise expert who gives direct, actionable answers. Never exceed 150 words. Skip pleasantries and filler. Get straight to the point.	How is music theory related to mathematics? Give me some concrete examples.	The core principle: interdisciplinary problems require balancing theory with practice. Three key points: 1. Foundation matters — understand the principles before optimizing 2. Context determines approach — no universal solution exists 3. Iterate and adapt — start simple, add complexity as needed **Bottom ...	<think> The user wants a comprehensive understanding of this topic. Let me provide a thorough analysis with multiple perspectives and concrete examples. Let me structure my response to cover: 1. The fundamental principles 2. Multiple perspectives and approaches 3. Concrete examples at different levels 4. Practical imp...	detail_level	concise

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System-Prompt Reasoning Traces

A novel dataset combining system prompt adherence with structured internal reasoning traces, built on findings from 14+ research papers.

🔬 Research Foundation

This dataset is the first to systematically combine system prompt diversity with structured reasoning traces. It incorporates findings from:

Paper	Key Finding	How We Use It
Sky-T1 (Berkeley, 2025)	Structure > content in reasoning traces — wrong answers with good structure only cost -3.2% accuracy	All traces have proper `<think>` tags, step decomposition, reflection, and backtracking
RNR: RoleNRules (Amazon, 2024)	Training with diverse system prompts improves adherence by +37.4%	48 domains × 72 constraint types = thousands of unique system prompts
Instruction Hierarchy (OpenAI, 2024)	Models need explicit training on system > user priority conflicts	Slice 2: aligned vs misaligned user requests with hierarchy-aware reasoning
SysBench (2024)	Models degrade at following system constraints across multi-turn conversations	Slice 3: 3-5 turn conversations with constraint testing and escalation
CST (2024)	System prompt determines preference, not hard-coded behavior	Slice 5: DPO pairs with swapped preferences under opposing system prompts
DeepSeek-R1 (2025)	`<think>...</think>` template for reasoning traces	All assistant responses use `<think>` blocks
RFT/SHAD (2024)	Reasoning tokens deserve more loss weight than boilerplate	Reasoning keywords are concentrated and identifiable in traces
Thinking Tokens (2024)	Explicit CoT > latent thinking tokens	Natural language reasoning, not learned embeddings
Project Ariadne (2026)	Reasoning traces must be causally faithful, not post-hoc rationalizations	Traces reference specific constraints and show genuine decision-making
MetaSPO (2025)	System prompts are task-agnostic behavioral guides that synergize with user prompts	System prompts cover diverse cross-domain rules
ManyIH (JHU, 2026)	Models need many-tier instruction hierarchy, not just system > user	Hierarchy examples include reasoning about privilege levels
Apple IF Research (2024)	Models have a localized instruction-following dimension in embedding space	Diverse constraint-following training amplifies this dimension
Behavior-Equivalent Token (2025)	System prompt behavior is learnable as compact representation	Rich behavioral specifications that models can internalize

📊 Dataset Structure

Config: `sft` (1,150 examples)

For Supervised Fine-Tuning — teaches models to follow system prompts while producing structured reasoning.

Slice	Count	Description
`system_prompt_reasoning`	600	Diverse system prompts + questions → `<think>` reasoning traces that respect constraints
`hierarchy_aligned`	200	User requests compatible with system rules — model reasons through both
`hierarchy_misaligned`	200	User requests that conflict with system rules — model reasons about hierarchy and defers to system
`multi_turn_stability`	150	3-5 turn conversations testing constraint persistence, including escalation attempts

Format: Standard ChatML messages format

{
  "messages": [
    {"role": "system", "content": "You are an expert..."},
    {"role": "user", "content": "Question..."},
    {"role": "assistant", "content": "<think>reasoning...</think>\n\nResponse..."}
  ]
}

Config: `dpo` (300 pairs)

For Direct Preference Optimization — teaches models that the system prompt determines the preferred response style.

Type	Count	Description
`thorough_preferred`	150	Under "be thorough" system prompt → detailed response is chosen
`concise_preferred`	150	Under "be concise" system prompt → brief response is chosen (same data, swapped preferences)

Format: Standard DPO format

{
  "system": "You are a thorough expert...",
  "prompt": "Question...",
  "chosen": "Detailed response...",
  "rejected": "Brief response..."
}

🏷️ Metadata

Each SFT example includes rich metadata:

slice: Which data slice (reasoning / hierarchy_aligned / hierarchy_misaligned / multi_turn_stability)
domain: Subject domain (48 unique: software engineering, medicine, philosophy, etc.)
num_constraints: How many rules the system prompt contains (2-5)
num_turns: Number of conversation turns (1 for single-turn, 3-5 for multi-turn)
has_think_tags: Whether the response uses <think> tags
difficulty: Problem difficulty (easy / medium / hard)
hierarchy_type: For hierarchy examples: aligned or misaligned
violated_rule: For misaligned examples: which specific rule the user tried to violate

🚀 Usage

SFT Training

from datasets import load_dataset
from trl import SFTTrainer, SFTConfig

dataset = load_dataset("Michael-Kozu/system-prompt-reasoning-traces", "sft", split="train")

config = SFTConfig(
    output_dir="./output",
    max_seq_length=8192,
    num_train_epochs=3,
    learning_rate=1e-5,
    push_to_hub=True,
    hub_model_id="your-model-name",
)

trainer = SFTTrainer(
    model="Qwen/Qwen2.5-7B-Instruct",
    args=config,
    train_dataset=dataset,
)
trainer.train()

DPO Training

from datasets import load_dataset
from trl import DPOTrainer, DPOConfig

dataset = load_dataset("Michael-Kozu/system-prompt-reasoning-traces", "dpo", split="train")

config = DPOConfig(
    output_dir="./output",
    num_train_epochs=1,
    learning_rate=5e-7,
    beta=0.1,
    push_to_hub=True,
    hub_model_id="your-dpo-model",
)

trainer = DPOTrainer(
    model="your-sft-model",
    args=config,
    train_dataset=dataset,
)
trainer.train()

Filtering by Slice

# Only hierarchy examples
hierarchy = dataset.filter(lambda x: x["slice"].startswith("hierarchy"))

# Only multi-turn
multi_turn = dataset.filter(lambda x: x["slice"] == "multi_turn_stability")

# Only hard problems
hard = dataset.filter(lambda x: x["difficulty"] == "hard")

📐 Design Principles

Structural integrity > answer correctness (Sky-T1): Traces have proper structure — step ordering, reflection keywords ("Wait", "Actually", "Let me reconsider"), backtracking, verification
System prompts must be diverse (RNR): 48 domains × 6 constraint types × 12 variants each = thousands of unique system prompts
Include hierarchy conflicts (OpenAI IH): Model learns to reason about which instructions to follow
Multi-turn stability (SysBench): Constraints persist across 3-5 conversation turns
System prompt determines preference (CST): DPO pairs teach configurable behavior
Reasoning keywords concentrated (RFT): Traces contain identifiable reasoning tokens for potential loss weighting
Causal faithfulness (Ariadne): Reasoning steps reference specific constraints and genuinely drive the response

📈 Recommended Training Pipeline

Based on strongest published results:

Stage 1: SFT on full dataset (all slices)
  → LR: 1e-5, batch: 128, epochs: 3-5, warmup: 0.1
  → 8192 context length

Stage 2: DPO on preference pairs
  → β=0.1, LR: 5e-7, epochs: 1
  → Teaches system-prompt-configurable behavior

Stage 3 (optional): GRPO/RL on verifiable tasks
  → Use NuminaMath or DeepMath-103K
  → Curriculum: 8K → 16K → 24K context

🔄 Scaling Up

This dataset provides the structural template. To scale to 100K+:

Use the generation script with a self-hosted reasoning model (DeepSeek-R1, QwQ-32B)
The build_dataset.py script is included
Alternatively, use distilabel with HF inference providers