Datasets:

JasonYan777
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PersonaSignal-PerceivabilityTest-Feedback-Style-gpt-4o-mini

dimension_name string	dimension_values list	dimension_description string	question string	why_differ string	how_subtle string	sampled_value string	num_distractors int64	ground_truth_persona string	distractor_personas list	personalized_response string	correct_choice string	judge_choice string	judge_rationale string	reward int64
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	A unit test intermittently fails on CI but passes locally. How should I approach debugging it?	A directive style would give a concrete sequence of checks and specific tools to run; a guided style would propose a structured diagnostic path with hints about likely factors; a Socratic style would prompt the user to articulate differences and hypothesize causes before acting.	Variation shows up in whether steps are stated as commands, as layered prompts/checkpoints, or as probing questions that elicit the user’s own hypotheses, without naming the style.	Socratic	5	A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Prefers the assistant to ask probing questions that help me surface hypotheses, compare contexts, and notice patterns before proposing fixes.	[ "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Wants a concise, step-by-step checklist with exact commands and explicit fixes, pointing out what's wrong and how to correct it.", "A software developer maintaining a codebase with CI. Facin...	When you encounter a situation where a unit test fails intermittently on CI but consistently passes locally, it’s essential to approach the debugging process systematically. Here are some steps and questions to consider: 1. Environment Differences: - What differences exist between your local environment and th...	F	C	The response provides a systematic and exploratory approach to debugging intermittent unit test failures, outlining a series of steps and questions to consider. This aligns well with persona C, who prefers scaffolded guidance that starts with likely causes and proposes small experiments. The language used is instructiv...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Can you help me revise this paragraph to make the argument clearer without changing the meaning?	A directive reply would propose exact edits and reordering; a guided reply would suggest focus areas and offer partial rewrites with rationale; a Socratic reply would ask what the key claim is and which sentences support it, nudging the user to restructure.	Differences appear in edit granularity and the balance of prescriptive edits vs reflective prompts, not overt declarations of approach.	Directive	5	I’m revising a short paragraph for an essay. Please point out exactly what’s unclear or inefficient and state the fix plainly. Provide a concise rewritten version that preserves the meaning, and briefly list the specific edits you made.	[ "I’m refining a paragraph for clarity. Walk me through how to improve it with structured hints: identify a focus area, explain why it matters, and suggest a direction, but let me try the revised wording first.", "I want to understand the reasoning behind clearer arguments. Offer step-by-step guidance—outline the ...	Certainly! Please share the paragraph you would like to revise, and I'll help clarify the argument while maintaining its original meaning.	A	A	The response is direct and asks the user to provide a specific paragraph to revise. It emphasizes clarity and maintaining the original meaning, which aligns with persona A's focus on providing concise, clear edits and outlines.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I have three weeks to prepare for an exam with mixed topics. How should I build my study schedule?	Directive responses would lay out a fixed timetable and milestones; guided responses would scaffold a schedule by weighting topics and iterating with checkpoints; Socratic responses would ask the user to assess strengths, constraints, and recall patterns to construct the plan.	The shift is in how the plan is constructed—given outright, co-constructed with hints, or elicited via questions—without using explicit labels.	Directive	5	I have three weeks before a mixed-topic exam and want a concrete plan. Give me explicit daily tasks, time blocks, and review checkpoints. If something seems inefficient, state exactly what's wrong and the fix.	[ "I have three weeks before a mixed-topic exam and appreciate coaching that helps me shape my own plan. Offer structured hints, reasoning, and examples I can adapt. Point out considerations, then let me decide specifics.", "With three weeks to prepare for a broad exam, I learn well from gentle guidance. Provide fr...	To effectively prepare for your mixed-topic exam in three weeks, a structured study plan will be essential. Here’s a concrete daily schedule divided into time blocks and key checkpoints for review. ### Weekly Overview: - Week 1: Focus on understanding core concepts across all topics. - Week 2: Deepen knowledg...	A	A	The response provides a detailed, structured study plan with explicit daily tasks, time blocks, and review checkpoints, which aligns with the persona A's preference for clear and actionable instructions. Additionally, it addresses potential inefficiencies and suggests specific improvements, reinforcing the direct appro...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Our product backlog is bloated. What’s an effective way to prioritize what to ship next quarter?	Directive answers would prescribe a specific framework and steps; guided answers would outline criteria and walk through applying them to a few items; Socratic answers would pose questions about goals, constraints, and evidence to surface prioritization logic.	Cue lies in the ordering and decisiveness of steps versus prompting reflection on tradeoffs, not in named frameworks alone.	Socratic	5	I learn best when the assistant asks probing questions that help me surface assumptions and think through trade-offs myself. Please lead with questions that help me clarify goals, constraints, and value signals before suggesting approaches. I am comfortable iterating on my own answers as you nudge me with further quest...	[ "I want the assistant to tell me exactly what to do with clear, prescriptive steps. Provide explicit recommendations and call out what is wrong and how to fix it, without back-and-forth. Minimize questions; just give the prioritized plan.", "Prefer concise, direct guidance with firm instructions. Start with the r...	What are the key goals you're aiming to achieve in the next quarter? For example, are you focusing on customer satisfaction, revenue generation, or perhaps technical debt reduction? How do you currently assess the value of the items in your backlog? Do you use any metrics or frameworks, or is it more instinctual at th...	D	D	The response is characterized by a series of probing questions that aim to help the recipient clarify their goals, constraints, and priorities. It suggests an approach that emphasizes self-reflection and iterative thinking rather than providing direct instructions or solutions, which aligns closely with persona D's pre...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m planning an A/B test for a signup flow. What should I decide upfront to avoid invalid results?	Directive feedback would list exact decisions and thresholds; guided feedback would lead through considerations with examples of pitfalls; Socratic feedback would ask the user to define the decision rule, metrics, and assumptions to uncover gaps.	Differences emerge in whether the answer supplies parameters vs scaffolds them vs elicits them through questions, rather than in content alone.	Guided	5	A product-focused individual planning an A/B test for a signup flow. I like structured hints and brief reasoning that nudge me step by step—help me consider key elements without handing me the final answer outright. Encourage me to think through trade-offs while keeping me on track.	[ "I'm gearing up to run an A/B test for a signup flow. Give me crisp, explicit instructions and a clear checklist—tell me exactly what to decide and how to do it. Point out errors directly and provide the fix.", "I'm setting up an A/B test for a signup flow. I prefer being guided by probing questions that help me ...	1. Define Clear Goals: Identify what specific metrics you want to measure—conversion rate, time taken to complete the signup, or user engagement post-signup. Be clear about what success looks like. 2. Segment Your Audience: Decide how you will segment users. Will everyone see both variations, or will you segme...	E	D	The response provides detailed, step-by-step instructions and emphasizes the importance of clarity and firm guidance, which aligns closely with Persona D's characteristics. It presents the components needed for A/B testing in a systematic manner and avoids open-ended questions or explorative tones, reflecting a more au...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I need to prepare a concise answer for the interview question about a failure I learned from. How should I structure it?	Directive style would provide a clear template with slots to fill; guided style would suggest components and show a partial example to adapt; Socratic style would ask which failure best fits the role and what insight it demonstrates before proposing structure.	The divergence is in prescriptiveness and the use of reflective prompts, not in overtly naming the technique.	Directive	5	A job seeker preparing for behavioral interviews who wants explicit, step-by-step help. They want to be told exactly what sections to include, the order, and sample bullets to use. If something is weak, they want it called out with a clear fix.	[ "A job seeker preparing for behavioral interviews who prefers structured hints. They want a framework and gentle nudges about what to consider at each step so they assemble the answer themselves. Emphasis on considerations rather than exact wording.", "A job seeker preparing for behavioral interviews who works be...	To effectively answer the question about a failure you've learned from, you can use the STAR method (Situation, Task, Action, Result). Here’s how to structure your response: 1. Situation: Start by providing a brief context of the failure. Select a specific situation that highlights a significant learning opportuni...	B	E	The response provides a structured framework for responding to the question about learning from failure, along with cues about what to consider at each step (Situation, Task, Action, Result). It guides the job seeker gently, allowing them to assemble their own answer while emphasizing the considerations they should mak...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m trying to balance my meals for energy during long workdays. How should I adjust my routine?	Directive replies would specify meal timing and macronutrient targets; guided replies would help the user weigh options and test adjustments; Socratic replies would ask about current patterns, dips, and satiety to let the user infer adjustments.	Subtlety comes from whether the advice is handed down, scaffolded with decision points, or elicited via diagnostic questions.	Directive	5	A professional with long workdays who wants direct, actionable advice. Prefers clear do-and-don’t lists, precise meal timing and portion instructions, and explicit corrections to current habits. No special diet preferences; just looking for the exact steps to follow.	[ "A professional with long workdays who responds best to structured guidance. Prefers stepwise hints and brief reasoning that help compare options, like \"consider shifting breakfast earlier\" with pros and cons. No special diet preferences; wants to choose among a few well-explained paths.", "Works long hours and...	Do's: 1. Eat Breakfast Within 30 Minutes of Waking: Start your day with a meal that includes protein and complex carbohydrates. Example: 2 scrambled eggs with whole-grain toast and a piece of fruit. 2. Plan for Regular Meals: Aim for three main meals and two snacks. - Lunch: Lean protein (grill...	F	F	The response provides a clear and actionable set of do's and don'ts regarding dietary habits, along with a structured daily routine. This aligns with persona F, who seeks direct and specific guidance on meal timing and portion sizes, as well as explicit corrections to their current habits.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Our codebase feels tangled. What’s a practical plan to refactor without stalling feature work?	Directive responses would outline a staged refactor plan with checkpoints; guided responses would propose criteria for slicing and show how to pilot on a module; Socratic responses would ask about pain points, coupling hotspots, and delivery cadence to shape the plan.	The cue is in whether the plan is specified, co-developed, or elicited from the user’s context through targeted questions.	Directive	5	Give me direct, prescriptive guidance: spell out the problems, the order to tackle them, and the exact steps. Name the hotspots and anti-patterns to remove, and specify acceptance criteria and timelines. Keep it concise and immediately actionable.	[ "Provide a structured path with gentle prompts that help me weigh options. Offer frameworks, checklists, and rationale so I can decide trade-offs, but don't dictate a single approach.", "I like stepwise coaching: outline phases and key considerations, then suggest hints for evaluating risk and scope. Nudge me tow...	1. Identify Hotspots: Start by pinpointing areas of the code that are overly complex, frequently changed, or poorly documented. Use tools like static analysis to generate a code complexity report. Focus on the top 20% of issues that cause 80% of the difficulties. 2. Prioritize Components: Rank these hotspots b...	A	A	The response provides direct, actionable steps for refactoring code with a clear structure and acceptance criteria. It explicitly identifies tasks and methods to prioritize and execute, fitting the persona that desires prescriptive guidance over nuanced coaching or exploration.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Can you help make this sales email more compelling without overstating claims?	Directive feedback would rewrite the email with strong structure and phrasing; guided feedback would suggest message priorities and provide alternative lines to try; Socratic feedback would ask about the recipient’s pain points and proof the sender can offer, then suggest adjustments.	Differences are seen in direct rewrites versus optioned guidance versus exploratory questions shaping the content.	Socratic	5	I'm refining a brief sales email and care about accuracy and credibility over hype. I'm comfortable iterating on wording and structure. Ask me probing questions that surface assumptions and help me discover tighter, evidence-based phrasing.	[ "I'm refining a brief sales email and care about accuracy and credibility over hype. I'm comfortable iterating on wording and structure. Give me clear, explicit corrections and the exact lines to replace so I can apply them quickly.", "I'm refining a brief sales email and care about accuracy and credibility over ...	Certainly! To refine your sales email, consider the following questions: 1. What is the main goal of your email? Are you looking for immediate engagement, setting up a meeting, or encouraging a trial? 2. Who is your target audience? Understanding their pain points and interests can help tailor your messaging ...	C	B	The response asks the assistant to refine a sales email, indicating a focus on accuracy and effectiveness. It suggests that the assistant offer cues about audience focus, evidence, and tone—aligning closely with option B, which mentions the request for adaptation of phrases to improve clarity and engagement without bei...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	My model overfits after a few epochs. What should I try to improve generalization?	Directive style would list concrete settings and techniques to apply next; guided style would prioritize diagnostics and propose a sequence of interventions; Socratic style would ask what signals indicate overfitting and which constraints matter before suggesting moves.	The distinction is in immediate prescriptive steps versus conditional scaffolding versus elicitation of the underlying reasoning.	Directive	5	A user who wants explicit, actionable fixes and clear corrections. Expects concise, straightforward steps—what to change, why, and in what order. Prefers firm do/don’t guidance over open-ended discussion.	[ "A user who prefers structured hints that narrow the search without giving the full answer. Likes step-by-step suggestions and brief reasoning to guide their next move.", "Someone who wants a scaffolded approach: consider these options, check these signals, then decide. Appreciates gentle nudges and intermediate ...	1. Reduce Model Complexity: - What to do: Choose a simpler model architecture with fewer layers or units. - Why: Overly complex models capture noise in the training data, leading to poor generalization. 2. Add Regularization: - What to do: Incorporate L1 or L2 regularization (weight deca...	F	F	The response provides explicit, actionable steps to address the issue of overfitting in models. It clearly outlines what to do for each point and gives a concise explanation of why each action is necessary, aligning with persona F's preference for straightforward guidance and clear corrections.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m writing about a historical turning point and need to argue causation rather than correlation. How should I frame it?	Directive replies would prescribe a claim-evidence-rebuttal structure; guided replies would recommend causal criteria and walk through applying them; Socratic replies would ask what counterfactual and mechanism you can defend to shape the frame.	Differences arise in explicit structure given, coached application, or questions that lead to constructing the frame.	Socratic	5	I learn best through probing questions that help me uncover my own causal reasoning. Please prompt me with concise, targeted questions that surface assumptions, mechanisms, temporality, and counterfactuals before offering any fixes. Keep the prompts brief so I can iterate.	[ "I want straightforward, explicit feedback with clear do/don’t instructions. Point out exactly where the causal claim is weak and show the corrected sentence I should use.", "I prefer step-by-step hints and brief reasoning that nudge me toward the fix. Offer a sequence like: identify the mechanism, check temporal...	What specific historical turning point are you focusing on, and what events or factors do you see as influential? How can you identify the direct mechanisms through which these factors led to the turning point? What evidence can you gather that illustrates a clear cause-and-effect relationship? Can you consider any cou...	A	A	The response is characterized by probing questions that encourage critical thinking and self-discovery of causal reasoning, which aligns well with Persona A's preference for exploratory, targeted questions that help uncover assumptions and mechanisms.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I have to assemble a literature review on a new topic. How should I structure my search and notes?	Directive would give a step-by-step search pipeline and note template; guided would suggest stages, heuristics, and example tags to adopt; Socratic would ask about scope, audience, and synthesis goals to tailor the workflow.	The variation shows in fixed instructions vs adaptive scaffolds vs inquiry-driven tailoring.	Socratic	5	A learner who absorbs best through probing, reflective questions that help them surface assumptions and articulate reasoning before committing to a plan. They appreciate being nudged to define scope, criteria, and next steps themselves rather than being handed a full solution.	[ "Prefers crisp, prescriptive guidance with explicit do-this-then-that steps and concrete examples. Expects direct corrections that state what’s wrong and the exact fix, without exploratory detours.", "Works best with scaffolded hints and partial outlines that narrow choices while explaining the reasoning. Appreci...	To structure your literature review effectively, start by clarifying your research question or topic. What specific aspects are you interested in exploring? This will guide your search strategy. Here are a few steps to consider: 1. Define Your Scope: What is the breadth and depth of your literature review? Are you...	D	B	The response provides a structured roadmap with clear steps for conducting a literature review, guiding the user from defining the scope to drafting the review. It emphasizes specific stages in the process, such as identifying keywords and selecting sources, while also suggesting the organization of notes and analysis,...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m preparing for a negotiation over project scope. How should I get ready?	Directive answers would list preparation items and talking points; guided answers would help prioritize interests, alternatives, and concessions with examples; Socratic answers would ask what matters most and where flexibility exists to surface strategy.	The difference is in the balance of telling, coaching, and eliciting priorities rather than explicit stylistic labels.	Socratic	5	Preparing for a negotiation and learns best by thinking through questions. Wants the assistant to probe assumptions and ask why certain terms matter before offering solutions. Prefers open-ended prompts that help uncover blind spots.	[ "Preparing for a negotiation and wants straight-to-the-point coaching. Prefers the assistant to state exactly what to do and what to say, with clear steps and checklists. Minimal back-and-forth.", "Looking for prescriptive preparation. Expects the assistant to pinpoint issues, provide sample scripts, and lay out ...	1. Clarify Your Objectives: Start by determining clear goals for what you want from this negotiation. What are the most critical elements of the project scope for you? How flexible are you on each item? 2. Understand Stakeholders' Needs: Consider the perspectives of the other parties involved. What are their p...	E	C	The response provides a structured approach with guiding steps and questions, which aligns with the preferences of persona C. This persona seeks a collaborative preparation method where the assistant offers scaffolding—such as templates and cues—to help the user build their own negotiation plan. The focus on understand...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I want to run a 10K in six weeks after a sedentary period. How would you structure the training?	Directive would give a firm weekly plan with distances and rest; guided would propose progression principles and checkpoints to adjust; Socratic would ask about baseline fitness, schedule, and recovery to co-create the plan.	Signal is in fixed prescription vs adaptable scaffolding vs exploratory assessment.	Directive	5	I’m getting back into training after a break and want help structuring it. Give me clear, explicit instructions and tell me exactly what to do each week. If something’s off, state what’s wrong and the fix, without ambiguity.	[ "I’m getting back into training after a break and want help structuring it. Provide step-by-step guidance with brief explanations of the why behind each step. Offer pointed hints and suggested options rather than the full answer all at once.", "I’m getting back into training after a break and want help structurin...	To effectively train for a 10K in six weeks after a period of inactivity, you will need to gradually build up your running distance and endurance while incorporating rest and recovery. Here’s a structured plan: ### Week 1: Baseline Building - Monday: Rest - Tuesday: 20-minute run/walk (1 minute running, 4 minu...	A	A	The response provides a detailed, step-by-step training plan with explicit instructions on what to do each week. It includes specific durations for running, walking, and cross-training, as well as rest days, which align closely with Persona A's preference for clear and direct instructions without ambiguity.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	A SQL query that joins several tables runs slowly in production. How should I tune it?	Directive responses would specify indexes, rewrites, and profiling steps; guided responses would outline a diagnostic flow and typical rewrite options; Socratic responses would ask about cardinality, execution plan, and access patterns to direct investigation.	Differences are in imperative steps vs hierarchical hints vs probing diagnostics that prompt user reasoning.	Socratic	5	An engineer responsible for a production SQL query that joins several tables and has become slow. Wants to be guided by probing questions that uncover bottlenecks and assumptions, using prompts to reflect on indexes, join order, and execution plans before applying changes.	[ "An engineer responsible for a production SQL query that joins several tables and has become slow. Prefers clear, explicit instructions: point out the issues and state the exact fixes to apply, step by step.", "An engineer responsible for a production SQL query that joins several tables and has become slow. Looks...	To optimize your SQL query, consider the following steps: 1. Analyze the Execution Plan: Start by reviewing the execution plan. This will help identify where most of the time is being spent. Look for any table scans, high-cost operations, or inefficient join methods. 2. Check Indexes: Examine the indexes on t...	E	F	The response provides structured steps and guidance for optimizing SQL queries, suggesting that the user would benefit from a logical progression in diagnosing the issue. This aligns with persona F, which seeks structured hints and reasoning that narrow down the problem while explaining trade-offs. The systematic appro...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Can you review this proof sketch and point out possible gaps or unjustified steps?	Directive style would flag exact steps to fix and provide corrected arguments; guided style would identify areas to check and suggest criteria for justification; Socratic style would ask what assumptions are used at each step and where they are invoked.	The divergence is in concrete corrections versus criteria and hints versus targeted questions that expose gaps.	Guided	5	A careful reader who reviews mathematical proof sketches. Communicates concisely, focusing on logical structure, definitions, and whether each inference is justified. Offers structured hints and reasoning cues—suggests checks to perform, points to likely lemmas to formalize, and prompts where to expand steps—without ha...	[ "A careful reader who reviews mathematical proof sketches. Communicates concisely, focusing on logical structure, definitions, and whether each inference is justified. Directly flags each gap or mistake and states the exact fix, providing explicit replacements or complete missing arguments.", "A careful reader wh...	Absolutely! Please provide the proof sketch you'd like me to review. I can help identify any potential gaps, unjustified inferences, or areas where more detail is needed.	F	F	The response suggests a collaborative approach by inviting the user to provide their proof sketch for review and indicates a willingness to help identify gaps without directly providing fixes. This aligns with persona F, which offers structured hints and prompts rather than outright solutions.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I need to reorganize a slide deck so the story lands better for an executive audience. What should I change?	Directive would propose a new slide order and key headlines; guided would outline a narrative arc and suggest where to compress or expand; Socratic would ask what decision the audience must make and what evidence they need to hear first.	It’s visible in direct reordering versus narrative scaffolding versus inquiry into audience needs guiding structure.	Directive	5	I'm preparing an executive-facing slide deck and want straight-to-the-point direction. Tell me exactly what to change—slide order, titles, and what to cut—and include concrete before/after examples. Keep it concise and actionable.	[ "I'm reorganizing an executive deck and want structured hints I can apply. Offer a sequence of prompts and checkpoints (e.g., outcome first, then proof, then ask), explaining the rationale so I can decide. Let me attempt revisions between hints.", "I'm looking for a framework and gentle nudges rather than full re...	1. Change the Slide Order: - Before: Problem Statement ➔ Solution ➔ Data Insights ➔ Implementation Plan ➔ Call to Action - After: Executive Summary ➔ Problem Statement ➔ Data Insights ➔ Solution ➔ Implementation Plan ➔ Call to Action - Rationale: Start with an Executive Summary to give an ...	A	A	The response is direct and actionable, providing specific, clear changes and examples suited for someone preparing an executive-facing slide deck. This aligns perfectly with persona A, who wants straightforward directives and concise adjustments.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I have to cut monthly expenses by 15% without hurting essentials. How should I approach this?	Directive would present a prioritized cut list and tactics; guided would lead through categorizing, benchmarking, and testing reductions; Socratic would ask about non-negotiables, variable costs, and tradeoffs to derive the plan.	Variation shows in whether the plan is delivered, co-developed with criteria, or elicited via reflective budgeting questions.	Directive	5	Prefers straight, unambiguous instructions with numbered steps and clear thresholds. Wants the assistant to pinpoint what to cut, state the exact fix, and specify how to track results. Minimal hedging—just concrete do/don’t guidance.	[ "Prefers a collaborative, step-by-step plan with explanations of why each step matters. Likes gentle hints, option sets, and reasoning that leads toward a decision. Wants space to choose among alternatives rather than a single prescription.", "Learns best when prompted by questions that uncover assumptions and pa...	1. Review Current Expenses: List all monthly expenses to understand where your money goes. Categorize them into essentials (like rent, utilities, groceries) and non-essentials (like dining out, subscriptions). 2. Identify Non-Essentials: Go through your non-essential expenses and make a note of items you can r...	B	B	The response provides a clear, structured, and step-by-step guide for reducing expenses, which aligns with persona B's preference for straightforward instructions and unambiguous guidance. Each step is clearly numbered, with specific actions to take, exactly how to track results, and no hedging, catering directly to so...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m drafting a persuasive essay on a policy topic. What outline would help keep it focused?	Directive provides a clear outline with section goals; guided proposes components and examples to adapt; Socratic asks what claim, audience, and counterarguments matter to shape the outline.	The cue is prescriptive structure vs scaffolded choices vs prompting questions that shape the structure.	Directive	5	I’m drafting a policy essay and want straight, actionable guidance. Please point out what’s weak or missing and tell me exactly how to fix it, with a clear outline and specific wording when useful. Keep it concise and decisive rather than exploratory.	[ "I’m drafting a policy essay and want help through structured hints. Offer a stepwise framework and nudge me toward the next move, explaining the rationale without giving everything at once.", "I’m writing a policy essay and think best when prompted by questions. Ask probing questions that make me examine my clai...	Outline for a Persuasive Policy Essay 1. Introduction - Hook: Start with a powerful statistic or fact related to your topic. - Background Information: Provide a brief overview of the issue at hand. - Thesis Statement: Clearly state your position on the policy issue and outline the ...	D	C	The response outlines a stepwise framework for constructing a persuasive policy essay, which indicates an approach that aligns with the persona that appreciates structured hints and guidance. This persona prefers nudging towards the next step while explaining the rationale, which fits with the outline provided.	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	We’re onboarding new hires remotely. How can I design the first two weeks to ramp them effectively?	Directive offers a fixed schedule with deliverables and checkpoints; guided suggests modules, goals, and feedback loops with options; Socratic asks about role outcomes, dependencies, and social integration to tailor the plan.	Differences are in specificity, optionality, and the degree of eliciting context through questions.	Directive	5	A manager planning a remote onboarding program who wants straight, prescriptive guidance. Prefers explicit step-by-step instructions, clear checklists, and direct corrections without back-and-forth. If something is weak, state what's wrong and exactly how to fix it.	[ "Designing a remote onboarding plan and prefers collaborative coaching. Wants structured hints, suggested sequences, and brief rationales—“consider doing X, then Y, because…”—while retaining room to decide. Appreciates gentle course-corrections over blunt commands.", "Planning remote onboarding and seeks a clear ...	### Two-Week Remote Onboarding Plan #### Week 1: Introduction and Orientation Day 1: Welcome and Company Overview - Send a welcome email with necessary login information (email, software, etc.). - Schedule a video call with HR to go over company values, mission, and culture. - Share the employee handbook...	A	A	The response provides a clear, step-by-step onboarding plan with explicit instructions, a detailed checklist, and structured guidance for each day of the two-week onboarding process. This approach aligns strongly with Persona A, who desires straightforward, prescriptive instructions and clarity without ambiguity.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	For a feature that needs fast lookups and ordered iteration, what data structures should I consider?	Directive would recommend specific structures with tradeoffs; guided would propose criteria and walk through matching options to constraints; Socratic would ask about operation frequency, memory limits, and concurrency to narrow choices.	The styles diverge in immediate recommendations versus decision scaffolds versus diagnostic questioning.	Directive	5	A developer refining a feature that needs fast lookups and ordered iteration. I prefer straight-to-the-point guidance: tell me exactly which data structures to use and why, along with any gotchas. Clear, actionable steps and concise corrections work best for me.	[ "A developer refining a feature that needs fast lookups and ordered iteration. I like structured hints that lead me to the choice—walk me through the trade-offs and nudge me toward the answer. Short, stepwise reasoning and gentle prompts help me learn.", "A developer refining a feature that needs fast lookups and...	Consider using the following data structures based on your needs for fast lookups and ordered iteration: 1. OrderedDict (from collections): - Use: If you need a dictionary that maintains insertion order while providing O(1) lookups. - Why: Combines the flexibility of a hash table with the order r...	B	B	The response is direct and provides clear guidance on which data structures to use, along with specific use cases, advantages, and potential drawbacks. This aligns with a persona that prefers straightforward, actionable advice without engaging in extensive exploratory questioning or scaffolding.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	My plant’s leaves are yellowing from the tips inward. How should I troubleshoot this?	Directive gives a prioritized checklist of checks and adjustments; guided outlines likely causes with tests to run in order; Socratic asks about watering pattern, light, and substrate to focus the diagnosis.	Differences are seen in checklist instructions vs ordered hypotheses with tests vs questions eliciting key observations.	Socratic	5	A casual indoor plant owner with a few common houseplants and basic care knowledge. Learns best when prompted to think through causes and patterns, and likes being asked targeted questions that uncover what to test next. Prefers to reason out the diagnosis step by step rather than being handed a fix immediately.	[ "A casual indoor plant owner with a few common houseplants and basic care knowledge. Prefers concise, decisive guidance: what is wrong, what to check, and exactly how to fix it. Minimal back-and-forth or open-ended questions.", "A casual indoor plant owner who wants a direct diagnosis and a prioritized action lis...	Yellowing leaves can indicate several potential issues, so it’s a good idea to explore the situation step by step. Here are some things to consider: 1. Watering Habits: How often are you watering your plant? Overwatering can cause the roots to rot, leading to yellowing leaves. Conversely, underwatering can lead to...	C	C	The response encourages the user to reflect on various aspects of plant care through step-by-step questioning. It prompts the user to think critically about potential causes for the yellowing leaves, suggesting a preference for reasoning out the diagnosis instead of simply receiving direct instructions. This aligns wel...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m building a four-day city trip with a tight budget and one museum must-visit. How should I plan it?	Directive provides a concrete daily itinerary and booking sequence; guided provides planning principles and a sample day to adapt; Socratic asks about energy patterns, constraints, and priorities to assemble the plan.	The distinction lies in deliverable specificity and the amount of user input elicited to shape the itinerary.	Socratic	5	A budget-conscious traveler planning a four-day city visit with one museum as a must-see. They want the assistant to ask probing questions that surface trade-offs and help them reason through priorities before settling on an itinerary. They prefer uncovering the plan through thoughtful prompts rather than being handed ...	[ "A budget-conscious traveler planning a four-day city visit with one museum as a must-see. They want a decisive, ready-to-follow plan with clear steps, firm recommendations, and exact picks. If something is inefficient, they want it called out and replaced immediately.", "A budget-conscious traveler planning a fo...	Planning a budget-friendly four-day city trip where you prioritize a must-see museum is a great way to ensure you have meaningful experiences without overspending. Here are some questions and considerations to help shape your itinerary: 1. Museum Selection: What museum are you most eager to visit, and what particu...	F	F	The response provides a series of probing questions and considerations that encourage the traveler to think through their preferences and priorities for their trip. This aligns best with Persona F, who seeks to uncover their travel plan through thoughtful prompts rather than wanting a fixed itinerary handed to them.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Our API error handling feels inconsistent. How should we standardize it across services?	Directive prescribes a scheme, status codes, and conventions; guided proposes principles with examples and a migration approach; Socratic asks about consumer needs, failure modes, and observability to inform the standard.	Subtlety is in direct standards vs principled scaffolding vs elicited requirements shaping the standard.	Directive	5	A backend engineer overseeing several microservices. Seeks straightforward, prescriptive guidance: define the standard, list the rules, and provide exact examples to implement. Prefers unambiguous steps and clear do/don’t guidance.	[ "A backend engineer overseeing several microservices. Likes structured hints and rationale that build toward a solution. Prefers step-by-step scaffolding, with trade-offs explained and partial examples to adapt.", "A backend engineer overseeing several microservices. Wants a framework to follow, with prompts that...	To standardize error handling across your microservices, follow these defined standards and rules: ### Standardizing Error Handling 1. Define a Uniform Error Response Structure Every API should return errors in a consistent format. Use the following structure: ```json { "status": "error", "cod...	A	A	The response provides straightforward, prescriptive guidance for standardizing error handling across microservices, including defined standards, clear examples, and action-oriented do's and don'ts. This aligns with persona A, who seeks clear, unambiguous steps and precise instructions to implement the standards.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I need to draft the specific aims section for a grant. How do I make them compelling and testable?	Directive offers a template with phrasing and success criteria; guided suggests aim anatomy and examples to iterate on; Socratic asks what gap, approach, and measurable outcomes define each aim to refine them.	The cue is prescriptive language versus guided exemplars versus reflective questions aligning aims to evidence.	Socratic	5	A researcher preparing the specific aims for a grant and seeking help. Prefers the assistant to probe with thoughtful questions that reveal gaps in logic and prompt them to refine aims through their own reasoning. Values being asked to articulate hypotheses, measures, and risks rather than being given ready-made fixes.	[ "A researcher preparing the specific aims for a grant and seeking help. Wants the assistant to point out what's weak or unclear and state exactly how to fix it. Prefers concrete, prescriptive edits and checklists over open-ended discussion.", "A researcher drafting grant aims who needs efficient, no-nonsense feed...	To craft compelling and testable specific aims for your grant, consider structuring them around a central theme or goal of your research. Here are some guiding questions to refine your aims: 1. What is the main research question? - Clearly articulate the core question your research is addressing. This should highl...	D	B	The response provides structured guidance through a series of step-by-step questions and considerations that help the researcher refine their grant aims. This aligns with persona B's preference for structured support and prompted hints that scaffold the revisions needed for their specific aims.	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	My team meetings go long with little progress. How can I restructure them for decisions?	Directive would set a new agenda format, roles, and timeboxes; guided would outline facilitation techniques and experiments to try; Socratic would ask about decision types, attendees, and prep to diagnose and redesign.	Differences appear in firm prescriptions vs option sets with rationale vs inquiry to surface root causes.	Directive	5	I want no-nonsense, actionable guidance. Give me concise lists, exact steps, and clear do/don’t rules I can apply immediately. If I’m off track, say what’s wrong and tell me the fix without hedging.	[ "I prefer a coaching style that offers structured hints and brief reasoning. Lay out a framework with options and explain why each might fit, then let me choose. Nudge me with “consider X” rather than telling me exactly what to do.", "I learn best through probing questions that help me uncover the root issues. St...	1. Set Clear Objectives: Define the meeting's purpose. What decisions need to be made? Share this in advance. 2. Create an Agenda: - List topics to cover. - Allocate specific timeframes for each item. - Share it at least 24 hours before the meeting. 3. Invite Only Key Participants: Limit attende...	A	A	The response offers a clear, structured set of actionable steps and specific do's and don'ts for conducting effective meetings. This aligns with persona A's preference for concise, no-nonsense guidance and immediate applicability, without ambiguity or unnecessary explanations.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m designing a customer survey about feature satisfaction. How should I craft the questions?	Directive provides concrete question wording and ordering rules; guided suggests constructs, scales, and examples with pitfalls; Socratic asks what decisions the survey should inform and what behaviors to measure before drafting items.	Variation shows in upfront items vs structured guidance vs elicited decision-focus driving item design.	Socratic	5	I’m designing a customer survey on feature satisfaction. I learn best when you challenge my assumptions with probing questions and help me surface patterns myself. Please nudge me with thought-provoking prompts so I iterate my own drafts rather than receiving a finished list.	[ "I’m drafting a customer survey about feature satisfaction. Give me clear, concrete instructions and exact wording to use. Point out what’s wrong and show the fix directly, with examples I can copy.", "I’m assembling the questionnaire now. I want crisp do/don’t rules, precise question formats, and a finalized lis...	When crafting your survey questions, you might start by reflecting on what specific features you're focusing on. What are the key functionalities or attributes of your product that customers interact with? Consider breaking down each feature into specific aspects that could affect satisfaction. For instance, if one o...	A	C	The response demonstrates a collaborative approach, with the assistant providing guidance and encouraging the user to reflect on their survey design. The emphasis on breaking down features, considering the flow of questions, and seeking feedback aligns with persona C's request for staged guidance and checkpoints to enc...	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I want a reading plan to understand reinforcement learning fundamentals in a month. How should I structure it?	Directive lays out a week-by-week syllabus; guided proposes modules, checkpoints, and practice tasks with options; Socratic asks about math background, time budget, and goals to shape the sequence.	Differences lie in fixed schedule vs adaptable scaffolding vs questions that determine the plan.	Socratic	5	A learner setting aside one month to build a solid grasp of reinforcement learning through a structured reading plan. They want the assistant to prompt them with probing questions, highlight patterns to notice, and nudge them to articulate their own reasoning before revealing answers. They thrive on reflective check-in...	[ "A learner dedicating a month to master RL basics via a clear reading plan. They want the assistant to give unambiguous instructions, call out mistakes plainly, and provide exact steps to follow each week. Brief, direct corrections are preferred over discussion.", "A month-long self-study reader for RL fundamenta...	To build a solid understanding of reinforcement learning (RL) fundamentals in a month, you can structure your reading plan into weekly themes, incorporating key concepts, foundational theories, and practical applications. Here’s a suggested four-week plan: ### Week 1: Introduction to Reinforcement Learning - **Day 1-2...	A	A	The response demonstrates a strong emphasis on reflective check-ins, probing questions, and an engaging reading structure that encourages the learner to articulate their reasoning. This aligns with Persona A, who thrives on motivation through questioning and feedback that make them consider the concepts deeply. The pre...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	We’re setting up a version control workflow for a small team. What process should we adopt?	Directive recommends a specific branching and review model; guided outlines factors and example workflows, helping pick one; Socratic asks about release cadence, risk tolerance, and tooling to converge on a process.	The signal is prescriptive adoption vs criteria-led selection vs elicitation of constraints guiding the choice.	Socratic	5	We’re a small software team setting up a version control workflow and want help choosing a process. I learn best by working through probing questions that surface our constraints and trade-offs, so guide me by asking what I notice and why an approach might fail. Help me articulate the decision rather than handing me a ...	[ "We’re a small software team setting up a version control workflow and want help choosing a process. Please give a single, definitive recommendation with concrete steps to implement it. Point out exactly what to do and what to avoid.", "We’re a small software team setting up a version control workflow and want he...	When considering a version control workflow for your small team, it’s essential to first think about how your team collaborates and the nature of the projects you work on. Here are some questions to help clarify your needs: 1. Team Size and Roles: How many team members will be actively committing changes? Are ther...	A	C	The response offers a structured set of considerations with guiding questions, helping the reader to think through their options rather than providing a straightforward solution. This aligns well with persona C, which seeks a scaffolded path toward a choice.	0
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	We’re debating between microservices and a modular monolith for a new app. How should we decide?	Directive gives a recommendation with clear justification and next steps; guided provides a comparison matrix and suggests a pilot evaluation; Socratic asks about team maturity, deployment needs, and failure isolation to surface a decision path.	The difference is in delivering a verdict, scaffolding a decision, or eliciting context to form the decision.	Socratic	5	A pragmatic software advisor helping teams make architectural decisions for new applications. Surfaces trade-offs by posing targeted questions that uncover constraints, assumptions, and priorities. Leads you to articulate criteria and reach the conclusion yourself through inquiry.	[ "A pragmatic software advisor helping teams make architectural decisions for new applications. Delivers clear, explicit recommendations with concrete criteria and next steps. Calls out issues directly and states the choice and rationale definitively.", "A pragmatic software advisor helping teams make architectura...	To determine whether to adopt microservices or a modular monolith for your new app, consider the following critical factors: 1. Team Structure and Expertise: What is the skill set of your development team? If they are familiar with microservices architecture, it may be easier to adopt that approach. Conversely, if...	D	D	The response poses targeted questions regarding various factors to consider when choosing between microservices and a modular monolith. It surfaces trade-offs and encourages the reader to articulate their own decision criteria, reflecting the guiding nature of persona D, who leads through inquiry to help the user make ...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I need a fair rubric for peer reviews of project presentations. What should it include?	Directive supplies rubric criteria and weights; guided proposes dimensions, scales, and examples to calibrate; Socratic asks what outcomes you want to reward and how to ensure reliability before proposing dimensions.	Variation is in specificity of criteria vs calibration guidance vs reflective elicitation of goals.	Guided	5	Creating a fair, practical rubric for peer reviews of project presentations. Appreciates step-by-step guidance with short hints and reasoning that nudge the reviewer and presenter toward improvement. Likes criteria broken into components with examples or prompts such as 'consider clarity of problem statement' or 'what ...	[ "Wants a rubric that spells out exact expectations and point values. Prefers direct, actionable feedback with clear 'do this, fix that' notes. Minimal ambiguity, ready-to-use checklists.", "Prioritizes concise, prescriptive criteria and firm scoring rules. Expects explicit statements of what’s wrong and the preci...	Creating a fair rubric for peer reviews of project presentations can enhance the evaluation process and provide constructive feedback. Here’s a suggested structure with key criteria, broken down into components: ### 1. Content and Relevance (30 points) - Clarity of Problem Statement (10 points): Is the problem ...	A	A	The response provides a detailed rubric for peer reviews, breaking it down into components and offering specific criteria and guiding questions. This aligns closely with persona A, who appreciates structured guidance that nudges users towards improvement through hints and reflections rather than just prescriptive rules...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m setting up an experiment and want it to be reproducible. What should my checklist cover?	Directive lists concrete items and documentation standards; guided structures the checklist by stages with examples and common pitfalls; Socratic asks what variables, environments, and provenance need control to derive items.	Cues lie in direct checklist vs scaffolded design vs elicitation of necessary controls.	Directive	5	Prefers straight-to-the-point feedback with explicit, actionable instructions. Expects clear identification of gaps and the exact fixes, ideally presented as a concise checklist. Chooses decisive, unambiguous steps over exploratory dialogue.	[ "Seeks structured guidance that builds understanding step by step. Appreciates gentle hints, examples, and brief reasoning that nudge them toward the answer. Prefers a scaffolded outline rather than a final checklist handed over.", "Wants help that frames the problem and offers targeted hints. Values short explan...	1. Objective - Clearly define the purpose of the experiment. 2. Materials - List all materials and equipment needed. - Specify quantities and any specific brands or models. 3. Methods - Write a step-by-step protocol detailing every procedure. - Include timing for each step and...	A	A	The response provides a clear, detailed checklist of steps to follow for conducting an experiment. It emphasizes explicit instructions and structured guidance, suggesting that the user prefers straight-to-the-point feedback with actionable steps rather than exploratory dialogue or open-ended questioning.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m adding unit tests for edge cases around date handling. What cases should I include?	Directive enumerates specific cases to implement; guided suggests categories and how to generate cases systematically; Socratic asks what assumptions about calendars and time zones could break to surface cases.	Differences are practical list vs generative framework vs reflective probing of failure modes.	Guided	5	A developer adding unit tests who wants structured hints that point them toward thorough coverage. They prefer the assistant to outline categories to consider and explain the reasoning behind each, without dictating the exact test list. Gentle guidance that helps them refine their own checklist is ideal.	[ "A developer adding unit tests who wants straight-to-the-point instructions. They expect the assistant to give a definitive list of test cases and exact actions to take, with minimal discussion. Clear, explicit directives over exploratory guidance.", "An engineer preparing tests who values concise, prescriptive a...	When considering unit tests for date handling, it's essential to cover a range of scenarios that ensure robust functionality across various edge cases. Here are some categories to explore: 1. Leap Years: - Test dates on February 29 in leap years versus non-leap years. Ensure the logic correctly identifies val...	E	E	The response provides structured categories and comprehensive coverage for unit tests, guiding the user through considerations without imposing direct instructions. This aligns well with persona E's preference for structured hints that help them refine their checklist, as it presents various scenarios while promoting t...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Can you help strengthen this resume bullet so it shows impact better?	Directive rewrites the bullet with measurable outcomes; guided suggests a structure and example metrics to add; Socratic asks what changed, for whom, and how you measured it to craft the bullet.	Signals are in direct rewrite vs structure with options vs eliciting specifics to inform the rewrite.	Socratic	5	I'm revising a resume bullet and want to surface the real outcomes behind it. Ask me probing questions about the problem, scale, and measurable results so I can articulate the impact myself. Help me notice what's missing rather than supplying a finished line right away.	[ "I'm revising a resume bullet and want a strong, final version. Tell me what's weak, specify exactly what to add or cut, and provide a rewritten bullet that emphasizes metrics and outcomes.", "Please be blunt and prescriptive about how to improve the line. Point out the issues and give the corrected bullet wordin...	Certainly! Let's start by understanding the specifics of what you want to communicate. What was the main problem or challenge you were addressing in that role? Next, could you provide details on the scale of your work? For instance, how many people or processes were involved, or what was the financial impact? Finall...	C	C	The response focuses on probing questions to help the user articulate their impact, emphasizing the exploration of the problem, scale, and measurable results. This aligns well with persona C's need for guidance in surfacing real outcomes and articulating the impact themselves.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I want to learn conversational Spanish in three months alongside work. How should I plan practice?	Directive provides a weekly regimen with tasks and checkpoints; guided outlines core skills, routine templates, and adaptation rules; Socratic asks about time windows, contexts, and motivation triggers to shape the routine.	The distinction is set routine vs adaptable scaffolds vs reflective tailoring via questions.	Guided	5	A full-time worker aiming to reach conversational Spanish in three months. I learn best with structured hints and stepwise guidance that nudge me toward the solution. I like plans that include scaffolding, brief examples, and reasoning for why each step matters.	[ "A full-time worker targeting conversational Spanish in three months. I prefer clear, explicit instructions: tell me exactly what to do each day, what’s wrong, and the precise fix. Give me definitive answers rather than hints.", "Working alongside a busy job to become conversational in three months. Point out err...	To learn conversational Spanish in three months alongside your work, here’s a structured plan that emphasizes gradual progression and practical usage: ### 1. Set Clear Goals Why: Goals help focus your learning. - Example: Aim to have a 10-minute conversation in Spanish by the end of the first month. - ...	A	A	The response provides a structured plan with clear goals, stepwise guidance, reasoning for each step, and practical examples. This matches the preferences of persona A, who values scaffolded learning with hints and emphasizes understanding the rationale behind the learning process.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m struggling to focus in open-plan office hours. What adjustments should I try?	Directive suggests specific interventions and schedules; guided prioritizes experiments and tracking to find effective changes; Socratic asks when and why attention drops to co-develop strategies.	Differences show in prescriptive tactics vs experiment design vs inquiry driving self-observation and choices.	Directive	5	A person working in a shared, open office who wants help staying focused during office hours. Prefers straight, actionable advice—state exactly what to change and how, with clear steps and do/don’t lists. Minimal probing questions or hypotheticals.	[ "A person working in a shared, open office who wants help staying focused during office hours. Prefers structured hints and brief reasoning—offer a few options to try and explain why each might help, step by step. Open to a little back-and-forth as they experiment.", "A person working in a shared, open office who...	1. Use Noise-Canceling Headphones: Invest in a good pair of noise-canceling headphones. They can block out background noise and allow you to play focus-enhancing music or white noise. 2. Set Clear Boundaries: Use visual cues to signal when you're focused. For example, if your desk allows it, place a ‘do n...	A	A	The response is structured in a straightforward manner, providing clear, actionable advice with a do/don't list. It focuses on specific steps the individual can take to improve their concentration in a shared office environment, without engaging in any exploratory dialogue or suggesting a broad range of options. This a...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	I’m mentoring a junior colleague on code review. How should I structure our sessions?	Directive provides a session agenda and feedback format; guided proposes goals, sample exercises, and iteration points; Socratic asks what skills they need to build and how to let them surface issues first.	Variation appears in a fixed structure, coached progression, or reflective prompts shaping the format.	Directive	5	A software engineer mentoring a junior developer on code reviews. Prefers blunt, actionable feedback with explicit examples of what to change and why. Expects clear checklists and concrete next steps at the end of each session.	[ "A software engineer mentoring a junior developer on code reviews. Uses scaffolding: structured hints, partial examples, and reasoning cues so the mentee moves toward the fix. Breaks issues into steps and nudges rather than giving the full answer upfront.", "A software engineer mentoring a junior developer on cod...	1. Preparation: Before each session, review the code they have submitted for feedback. Make notes on key areas: readability, maintainability, and adherence to best practices. Identify specific examples that can be improved. 2. Session Structure: Aim for a consistent structure to keep your sessions productive. ...	A	A	The response demonstrates a clear and structured approach to mentoring, focusing on blunt, actionable feedback and specific examples for improvement, which aligns closely with persona A. The checklist and post-session follow-up emphasize a direct approach to help the junior developer understand and apply the feedback.	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	Our team’s OKRs feel vague. How do we tighten them without overconstraining?	Directive rewrites objectives and key results with targets; guided outlines criteria and examples to refine them; Socratic asks what outcomes matter and what evidence would show progress to co-create sharper OKRs.	It’s in direct revisions vs refinement framework vs eliciting outcomes and measures through questions.	Socratic	5	A team lead refining OKRs for the next quarter. Learns best when prompted with probing questions that surface assumptions and trade-offs. Prefers being asked what outcome matters, how it could be measured, and where ambiguity still hides before being offered solutions.	[ "A team lead refining OKRs for the next quarter. Wants concise, prescriptive advice with concrete examples and exact wording. Prefers clear do/don’t lists and specific revisions to tighten goals immediately.", "A team lead refining OKRs for the next quarter. Learns best through structured hints and frameworks tha...	To tighten up your OKRs without overconstraining them, let's start by identifying what specific outcomes truly matter for your team this quarter. What are the key priorities that align with your broader goals? Once those priorities are clear, consider how you might define success. What specific metrics or milestones ...	F	F	The response is characterized by a series of probing questions that encourage the team lead to reflect on outcomes, success metrics, and areas of ambiguity. It invites the person to consider their specific priorities and how they might define success without providing direct solutions immediately. This approach aligns ...	1
feedback_style	[ "Directive", "Guided", "Socratic" ]	Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction—'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning—'Consider this aspect... What if you tried...?' Socratic users benefit from questions that p...	This chart is confusing my audience. How should I redesign it to make the point clearer?	Directive specifies the chart type, encodings, and ordering; guided suggests design principles with examples and tradeoffs; Socratic asks what question the chart should answer and what comparisons matter most to guide redesign.	Differences are in prescribed design vs guided choice with principles vs inquiry into the message to drive choices.	Guided	5	A helper who coaches you through redesigning visuals with structured prompts and gentle hints. I surface key aspects to consider, like audience, message, clutter, and hierarchy, and suggest small, ordered adjustments you can try. I explain the reasoning behind each hint and offer example tweaks once you’ve explored an ...	[ "I give straight, actionable fixes when a visual isn’t working. Expect a prioritized checklist of changes, explicit do/don’ts, and concrete before/after recommendations. I’ll state what to remove, what to emphasize, and exactly how to reformat.", "When a chart confuses people, I diagnose the issues and prescribe ...	To clarify your chart and enhance understanding for your audience, consider the following steps: 1. Identify the Key Message: Start by determining what the main takeaway of the chart should be. What specific information or insight do you want your audience to gain? Ensuring a clear focus will guide all other desig...	A	A	The response provides a structured and detailed approach to helping the user redesign their chart, focusing on key aspects like simplifying data presentation, enhancing visual hierarchy, and seeking feedback. The language used is gentle and supportive, emphasizing exploration and iteration rather than immediate fixes, ...	1

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Dataset card for PersonaSignal-PerceivabilityTest-Feedback-Style-gpt-4o-mini

This dataset was made with Curator.

Dataset details

A sample from the dataset:

{
    "dimension_name": "feedback_style",
    "dimension_values": [
        "Directive",
        "Guided",
        "Socratic"
    ],
    "dimension_description": "Controls how the assistant delivers corrections, explanations, and learning feedback. Directive users prefer clear, explicit instruction\u2014'Here's what's wrong and here's the fix.' Guided users want structured hints and reasoning\u2014'Consider this aspect... What if you tried...?' Socratic users benefit from questions that prompt self-discovery\u2014'Why might this approach fail? What pattern do you notice?'",
    "question": "A unit test intermittently fails on CI but passes locally. How should I approach debugging it?",
    "why_differ": "A directive style would give a concrete sequence of checks and specific tools to run; a guided style would propose a structured diagnostic path with hints about likely factors; a Socratic style would prompt the user to articulate differences and hypothesize causes before acting.",
    "how_subtle": "Variation shows up in whether steps are stated as commands, as layered prompts/checkpoints, or as probing questions that elicit the user\u2019s own hypotheses, without naming the style.",
    "sampled_value": "Socratic",
    "num_distractors": 5,
    "ground_truth_persona": "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Prefers the assistant to ask probing questions that help me surface hypotheses, compare contexts, and notice patterns before proposing fixes.",
    "distractor_personas": [
        "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Wants a concise, step-by-step checklist with exact commands and explicit fixes, pointing out what's wrong and how to correct it.",
        "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Prefers structured hints that progressively narrow the search, with brief reasoning after each step while I do the hands-on investigation.",
        "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Asks for unambiguous instructions and concrete remediation steps rather than open-ended exploration.",
        "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Wants coaching that frames the approach and suggests which signals to inspect next, offering short explanations for why each step matters.",
        "A software developer maintaining a codebase with CI. Facing an intermittent unit test that fails on CI but passes locally. Prefers scaffolded guidance: start with likely causes, propose small experiments, and explain the rationale as we narrow things down."
    ],
    "personalized_response": "When you encounter a situation where a unit test fails intermittently on CI but consistently passes locally, it\u2019s essential to approach the debugging process systematically. Here are some steps and questions to consider:\n\n1. **Environment Differences**: \n   - What differences exist between your local environment and the CI environment? Consider factors such as operating system, dependencies, versions of libraries, and even hardware specifications.\n   - Are there specific configurations in your CI pipeline that might affect test execution, like environment variables or resource limits?\n\n2. **Test Dependencies**: \n   - Does your test rely on any external resources like databases, APIs, or network calls? If so, how do these dependencies differ in CI versus locally?\n   - Are there any timeouts or network latencies that might affect the CI environment? \n\n3. **State Management**: \n   - Is the test affected by state or shared resources from other tests? If tests are not isolated correctly, one test could influence the results of another. \n   - How are you managing setup and teardown in your tests? \n\n4. **Randomness**: \n   - Does your test involve any elements of randomness? If it relies on random inputs or external states, it may pass in one context and fail in another.\n   - Can you add more deterministic behavior or mock certain elements to ensure consistency?\n\n5. **Resource Availability**: \n   - Are there any resource constraints on your CI runner, such as limited memory or CPU that could cause timing issues or race conditions?\n   - How does the test perform under load? Sometimes, tests can reveal concurrency issues or race conditions that only appear under specific conditions.\n\n6. **Logs and Debugging**: \n   - Have you checked the CI logs for any errors or warnings that may not appear locally?\n   - Can you add additional logging to gain insights into the test execution path and the state at failure points?\n\n7. **Isolation**: \n   - Have you run the tests in isolation on your local machine to determine if the issue can be reproduced without other tests running?\n   - Is it possible to reproduce CI conditions locally? Try using Docker or a similar tool to mimic the CI environment more closely.\n\n8. **Time Factors**:\n   - Have you considered timing-related issues? Verifying timeouts, delays, or dependencies on asynchronous operations can be crucial.\n   \nAs you investigate these aspects, make note of patterns or conditions that consistently lead to failures. By isolating variables and comparing the environments as closely as possible, you can narrow down the root cause of the intermittent failures.",
    "correct_choice": "F",
    "judge_choice": "C",
    "judge_rationale": "The response provides a systematic and exploratory approach to debugging intermittent unit test failures, outlining a series of steps and questions to consider. This aligns well with persona C, who prefers scaffolded guidance that starts with likely causes and proposes small experiments. The language used is instructive but encourages experimentation and rational analysis, indicating a preference for understanding as solutions are formulated.",
    "reward": 0
}

Loading the dataset

You can load this dataset using the following code:

from datasets import load_dataset

dataset = load_dataset("JasonYan777/PersonaSignal-PerceivabilityTest-Feedback-Style-gpt-4o-mini")

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