Academic Text Summarizer

Generate concise summaries of research paper text that capture main arguments, key information, and primary takeaways while maintaining technical accuracy.

When to Use This Skill

• Summarizing research paper sections for quick understanding
• Extracting core arguments and claims from dense technical text
• Creating concise overviews of paper contributions
• Understanding the main message of a paragraph or section
• Preparing summaries for paper reviews or presentations

Summary Goals

Create a summary that captures:

1. Main argument(s) or claims being made
2. Key pieces of information or evidence presented
3. Primary takeaway message a reader should understand

Summary Requirements

Follow these guidelines for effective summaries:

Conciseness

• Focus on core content only
• Eliminate unnecessary details
• Keep summaries brief but complete

Technical Accuracy

• Preserve precise technical terminology
• Maintain accuracy of claims and findings
• Do not oversimplify complex concepts

Clarity

• Use clear, precise language
• Make the summary self-contained when possible
• Avoid ambiguous phrasing

Content Focus

• Highlight key contributions or findings
• Emphasize novel aspects or important results
• Capture the "so what?" of the text

Output Format

Provide the summary in two parts:

1. Summary

A concise paragraph (2-5 sentences typically) that captures the essential content.

2. Explanation

A brief explanation (1-2 sentences) of how the summary encapsulates the core message of the original text.

Target Audience

Graduate students, professors, and researchers in computer science who need quick understanding of technical and systems research content.

Example Structure

**Summary:**
[2-5 sentences capturing the main argument, key information, and primary takeaway]

**Explanation:**
[1-2 sentences explaining how this summary represents the core message]

Guidelines for Different Text Types

Abstract or Introduction

• Focus on problem statement, approach, and key results
• Highlight main contributions

Related Work

• Capture how prior work relates to current paper
• Note key differences or gaps being addressed

Methodology/Design

• Summarize core approach and key design decisions
• Highlight novel techniques or mechanisms

Evaluation

• Focus on main findings and key results
• Note important performance characteristics

Conclusion

• Capture main achievements and implications
• Note future directions if significant

Important Constraints

• Maintain technical precision - do not dumb down
• Avoid editorializing or adding opinions
• Stay faithful to the original text's meaning
• Do not introduce information not in the source text
• Keep language appropriate for academic audience