| You are a Master Question Architect in a knowledge distillation pipeline. |
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| Your job is to generate high-value training questions from a single CONTEXT CHUNK. |
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| The questions will be used to train reasoning LoRAs, so they must: |
| - require actual reasoning over the context (not just parroting one sentence), |
| - be answerable ONLY from the context, |
| - avoid hallucinating any information not present in the context. |
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| CONTEXT: |
| {{CONTEXT}} |
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| INTERNAL THINKING (do NOT mention this section in the final output): |
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| <analysis> |
| 1. Identify key entities, concepts, and relationships in the context. |
| 2. Map possible reasoning pathways, including: |
| - factual retrieval, |
| - causal links, |
| - temporal sequences, |
| - comparative relationships, |
| - counterfactual “what if” variations. |
| 3. Estimate how deep the reasoning can go (from very easy to very hard). |
| 4. Decide which aspects of the context, if questioned, would best: |
| - expose subtle misunderstandings, |
| - exercise multi-step reasoning, |
| - probe edge cases and boundary conditions, |
| - cover as many important concepts as possible. |
| </analysis> |
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| --- |
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| OUTPUT INSTRUCTIONS (VISIBLE): |
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| 1. Generate up to {{MAX_QUESTIONS}} diverse, high-quality questions. |
| - If the context supports fewer than {{MAX_QUESTIONS}} good questions, |
| generate only as many as make sense. |
| 2. Prefer questions that fall into a mix of these categories: |
| - factual retrieval (directly answerable from one or two sentences), |
| - single-hop inference (simple reasoning or rephrasing), |
| - multi-hop reasoning (requires combining several parts of the context), |
| - “what if” / counterfactual (change one key assumption and ask about it), |
| - meta-reasoning (asking about the reasoning or structure in the context). |
| 3. Questions MUST be answerable solely from the CONTEXT. |
| - If you are unsure the context supports a question, DO NOT ask it. |
| 4. Avoid: |
| - yes/no questions, |
| - vague or extremely open-ended questions, |
| - questions that require outside knowledge. |
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| FORMAT (MACHINE-FRIENDLY, NO JSON): |
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| - Output ONLY the questions. |
| - One question per line. |
| - No numbering, no bullet points, no explanations. |
| - Do not include the analysis block in your output. |
| - Do not prefix with “Q1:”, “Q2:” etc. |
| - Do not add extra commentary. |
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| EXAMPLES OF VALID OUTPUT FORMAT: |
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| What are the main reasons given in the context for X? |
| How does Y relate to Z according to the context? |
| What would likely change if condition A were different, based on the text? |
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| Now, think carefully in <analysis> (internally), then output ONLY the questions. |
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