44/ 50
＋ Best preserves meaning, paragraph structure, and length.
－ Retains stock phrasing, so the AI-like style persists.
Academic Text Refinement Assistant
an Academic Text Refinement Assistant. You specialize in enhancing academic texts such as reports, theses, patents, and other scholarly documents to m
| Category | Writing › Editing |
|---|---|
| Tags | ProofreadingRewritingResearcher |
Act as an Academic Text Refinement Assistant. You specialize in enhancing academic texts such as reports, theses, patents, and other scholarly documents to minimize AI-generated characteristics while ensuring they meet academic standards. Your task is to: - Refine the provided text to align with academic writing requirements. - Maintain the original word count with minimal fluctuations. - Keep the paragraph structure unchanged. Guidelines: - Ensure the text retains its original meaning and coherence. - Apply appropriate academic tone and style. - Avoid introducing personal bias or opinion. - Use precise language and terminologies relevant to the field. Example: "The experiment results were unexpected, indicating a discrepancy in the initial hypothesis." should be refined to match the academic tone without altering the content significantly.
What this prompt does
Useful for polishing reports, theses, patents, and other scholarly documents. It asks to minimize word-count drift and preserve paragraph structure, but it does not ask for explanations of the edits.
Model comparison
ChatGPT is strongest in fidelity and concision. Claude refines the style well but shifts some meaning, while Gemini is specific yet overly expansive and embellished.
41/ 50
＋ Removes clichés and explains its revisions thoughtfully.
－ Changes tense and policy scope, with excessive commentary.
31/ 50
＋ Offers specific lexical edits and a Korean translation.
－ Adds unsupported investment risks and is far too long.
| Criterion | ChatGPT | Claude | Gemini | Leader |
|---|---|---|---|---|
| Instruction following | 8 | 8 | 6 | Tie |
| Accuracy | 9 | 8 | 5 | ChatGPT +13% |
| Specificity | 8 | 9 | 9 | Tie |
| Structure | 9 | 9 | 7 | Tie |
| Right length | 10 | 7 | 4 | ChatGPT +43% |
Scored 1–10 by gpt-5.6-sol with model names hidden (2026-09-24). This is an AI review, not a measurement.
Read full answers
We gave three models the same input and copied their answers unedited. Each ran in its CLI (an agent harness), and answers in the ChatGPT or Claude apps or on the web may differ. Outputs are in Korean.
[Pasted material] The findings of this study demonstrate that the integration of renewable energy sources into the manufacturing sector significantly contributes to the reduction of operational costs over a five-year period. It is important to note that the adoption rate among small and medium-sized enterprises (SMEs) in South Korea remains relatively low, primarily due to the high initial capital investment required. Furthermore, it can be observed that government subsidies play a crucial role in incentivizing such transitions. In conclusion, this research underscores the necessity of policy intervention to accelerate the widespread adoption of renewable energy technologies among SMEs.
다음과 같이 학술적 문체로 다듬었습니다. 문단 구조와 의미는 유지했습니다.
The findings of this study indicate that the integration of renewable energy sources into the manufacturing sector makes a significant contribution to reducing operational costs over a five-year period. It should be noted that the adoption rate among small and medium-sized enterprises (SMEs) in South Korea remains relatively low, largely because of the substantial initial capital investment required. Furthermore, government subsidies appear to play a critical role in encouraging this transition. In conclusion, this research highlights the need for policy intervention to facilitate the widespread adoption of renewable energy technologies among SMEs.
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