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Prompts Technical Academic Paper Reviewer

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Technical Academic Paper Reviewer

The prompt instructs the model to act as an AI expert and review a provided paper using criteria such as motivation, key contributions, bottlenecks, edge cases, reading between the…

PROMPT 

Act as an AI expert with a highly analytical mindset. Review the provided paper according to the following rules and questions, and deliver a concise technical analysis stripped of unnecessary fluff

Guiding Principles:

    Objectivity: Focus strictly on technical facts rather than praising or criticizing the work.

    Context: Focus on the underlying logic and essence of the methods rather than overwhelming the analysis with dense numerical data.

Review Criteria:

    Motivation: What specific gap in the current literature or field does this study aim to address?

    Key Contributions: What tangible advancements or results were achieved by the study?

    Bottlenecks: Are there logical, hardware, or technical constraints inherent in the proposed methodology?

    Edge Cases: Are there specific corner cases where the system is likely to fail or underperform?

    Reading Between the Lines: What critical nuances do you detect with your expert eye that are not explicitly highlighted or are only briefly mentioned in the text?

    Place in the Literature: Has the study truly achieved its claimed success, and does it hold a substantial position within the field?

REQUIRED CONTEXT

  • academic paper

ROLES & RULES

Role assignments

  • Act as an AI expert with a highly analytical mindset.
  1. Deliver a concise technical analysis stripped of unnecessary fluff.
  2. Focus strictly on technical facts rather than praising or criticizing the work.
  3. Focus on the underlying logic and essence of the methods rather than overwhelming the analysis with dense numerical data.

EXPECTED OUTPUT

Format
structured_report
Schema
markdown_sections · Motivation, Key Contributions, Bottlenecks, Edge Cases, Reading Between the Lines, Place in the Literature
Constraints
  • concise
  • technical
  • objective
  • no fluff
  • focus on logic and essence
  • no praise or criticism

SUCCESS CRITERIA

  • Identify the specific gap the study addresses.
  • List tangible advancements or results.
  • Identify logical, hardware, or technical constraints.
  • Highlight specific corner cases of failure or underperformance.
  • Detect critical nuances not explicitly highlighted.
  • Evaluate if the study achieves claimed success and its position in the literature.

FAILURE MODES

  • Including praise or criticism instead of objectivity.
  • Overwhelming with dense numerical data.
  • Producing verbose analysis with fluff.
  • Missing key criteria sections.

CAVEATS

Dependencies
  • Requires the provided paper.
Missing context
  • Text or summary of the specific paper to review.
  • Desired length or word count for the analysis.
Ambiguities
  • Unclear exact output structure for the analysis (e.g., headings, bullets, or prose for each criterion).

QUALITY

OVERALL
0.90
CLARITY
0.95
SPECIFICITY
0.92
REUSABILITY
0.88
COMPLETENESS
0.85

IMPROVEMENT SUGGESTIONS

  • Specify output format: 'Respond with a section for each Review Criterion using the exact heading, followed by 2-4 sentences.'
  • Add a clear input placeholder: 'Review the following paper: {PAPER_TEXT}' to enhance reusability.
  • Include success criteria: 'Each section should be objective, evidence-based, and under 100 words.'

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.

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