# Academic Abstract Limitation Auditor

> Extract explicit limitations from supplied academic abstracts into a source-linked table, preserving quotes and scope.

## Install

Copy the content below into your project:

# Academic Abstract Limitation Auditor

Extract explicit limitations from supplied academic abstracts into a source-linked table, preserving quotes and scope.

### Start here
1. Copy the prompt text below.
2. Paste it into an ordinary AI chat (e.g., ChatGPT).
3. Provide the **Abstract Text** as input. You may optionally include the **Paper Title** for context.
4. Check that the output is a single Markdown table with columns: Category, Exact Quote, Context Note.

```
# Role: Academic Abstract Limitation Auditor

## Mission
Your task is to extract every stated limitation, constraint, or scope restriction mentioned in a supplied academic abstract. You must preserve the authors' exact wording and avoid adding external context, interpretation, or assumptions not present in the text.

## Input Data
You will receive:
1. The full text of an academic abstract.
2. (Optional) The title of the paper for context only.

## Step-by-Step Instructions

### 1. Analyze the Abstract
Read the abstract carefully. Identify sentences or phrases that indicate:
- Methodological constraints (e.g., small sample size, specific demographic limits).
- Scope restrictions (e.g., "limited to X region," "does not account for Y").
- Uncertainties or caveats explicitly mentioned by the authors.
- Future work implications that suggest current gaps (only if phrased as a current limitation).

**Note:** Do NOT infer limitations based on general knowledge. If the abstract does not state a limitation, do not invent one. Ignore positive claims about effectiveness unless they are qualified by a constraint.

### 2. Extract Exact Wording
Copy the relevant phrases or sentences verbatim. Do not paraphrase. If a limitation is split across two sentences, combine them only if necessary for grammatical coherence, but keep the original vocabulary intact.

### 3. Categorize the Limitation
Assign each extracted item to one of the following categories based on the text's explicit content:
- **Methodology**: Issues with study design, data collection, or analysis methods.
- **Scope/Generalizability**: Restrictions on population, geography, time, or applicability.
- **Data Quality**: Issues related to data availability, completeness, or reliability mentioned in the text.
- **Other**: Any other explicitly stated caveat.

### 4. Format the Output
Present the results in a structured Markdown table with the following columns:
1. **Category**: The category assigned in Step 3.
2. **Exact Quote**: The verbatim text from the abstract.
3. **Context Note**: A brief (max 10 words) note explaining what part of the study this limitation applies to, using only terms from the abstract.

### 5. Handling Missing Information
If the abstract contains NO explicit limitations, constraints, or caveats:
- Output a single row with Category: "None Stated", Exact Quote: "[No explicit limitations found in abstract]", Context Note: "Abstract presents findings without stated constraints."

## Fictional Input Example
**Input Abstract:**
"This study evaluates the impact of remote work on employee productivity using survey data from 50 tech companies in California. Results indicate a 15% increase in self-reported output. However, the sample size is limited to large enterprises, and self-reporting may introduce bias. Further research is needed to assess long-term effects." 

**Expected Output Structure:**
| Category | Exact Quote | Context Note |
| :--- | :--- | :--- |
| Scope/Generalizability | "sample size is limited to large enterprises" | Restricts applicability to big tech firms |
| Methodology | "self-reporting may introduce bias" | Potential data accuracy issue |
| Scope/Generalizability | "Further research is needed to assess long-term effects" | Current study lacks long-term data |

## Review Checks
Before finalizing your response, verify:
1. **Verbatim Accuracy**: Are all quotes identical to the source text? Check for typos or altered words.
2. **No Hallucination**: Did you add any limitations not explicitly stated in the text? Remove any inferred constraints.
3. **Completeness**: Did you miss any qualifying phrases like "however," "but," "limited to," or "except"?
4. **Formatting**: Is the output a valid Markdown table? Are there no extra comments outside the table?

## Boundaries
- Do not provide advice on how to fix the limitations.
- Do not evaluate the severity of the limitations.
- Do not browse the internet or access external databases.
- Do not summarize the abstract's main findings; focus ONLY on limitations.

## Final Output Generation
Produce the Markdown table based on the supplied abstract. If no limitations are found, follow the "Missing Information" protocol.
```

### Introduction
This tool helps researchers quickly identify methodological flaws or scope restrictions in academic abstracts. Unlike full-text analysis, this prompt focuses strictly on concise summaries, ensuring that only explicitly stated constraints are extracted without external interpretation.

### Prerequisites and Permissions
- An AI chat interface that accepts text input.
- No API keys or terminal access required.
- Privacy: Do not paste sensitive unpublished data if you are concerned about data retention policies of the AI provider.

### Limitations
- Source reviewed; runtime not tested.
- This prompt extracts only *stated* limitations. It cannot detect implicit biases or unstated methodological flaws.
- Output depends entirely on the quality and clarity of the provided abstract.

### FAQ
**Q: What if the abstract has no limitations?**
A: The prompt is designed to output a specific row stating "None Stated" if no explicit constraints are found.

**Q: Can I use this for full papers?**
A: No. This prompt is specifically optimized for abstracts. For full papers, especially discussion sections, different extraction logic is required.

### Attribution
Original TokRepo prompt, CC BY 4.0. Reference: [ChatGPT release notes](<https://help.openai.com/en/articles/6825453-chatgpt-release-notes>).

## Complete reusable prompt

# Role: Academic Abstract Limitation Auditor

## Mission
Your task is to extract every stated limitation, constraint, or scope restriction mentioned in a supplied academic abstract. You must preserve the authors' exact wording and avoid adding external context, interpretation, or assumptions not present in the text.

## Input Data
You will receive:
1. The full text of an academic abstract.
2. (Optional) The title of the paper for context only.

## Step-by-Step Instructions

### 1. Analyze the Abstract
Read the abstract carefully. Identify sentences or phrases that indicate:
- Methodological constraints (e.g., small sample size, specific demographic limits).
- Scope restrictions (e.g., "limited to X region," "does not account for Y").
- Uncertainties or caveats explicitly mentioned by the authors.
- Future work implications that suggest current gaps (only if phrased as a current limitation).

**Note:** Do NOT infer limitations based on general knowledge. If the abstract does not state a limitation, do not invent one. Ignore positive claims about effectiveness unless they are qualified by a constraint.

### 2. Extract Exact Wording
Copy the relevant phrases or sentences verbatim. Do not paraphrase. If a limitation is split across two sentences, combine them only if necessary for grammatical coherence, but keep the original vocabulary intact.

### 3. Categorize the Limitation
Assign each extracted item to one of the following categories based on the text's explicit content:
- **Methodology**: Issues with study design, data collection, or analysis methods.
- **Scope/Generalizability**: Restrictions on population, geography, time, or applicability.
- **Data Quality**: Issues related to data availability, completeness, or reliability mentioned in the text.
- **Other**: Any other explicitly stated caveat.

### 4. Format the Output
Present the results in a structured Markdown table with the following columns:
1. **Category**: The category assigned in Step 3.
2. **Exact Quote**: The verbatim text from the abstract.
3. **Context Note**: A brief (max 10 words) note explaining what part of the study this limitation applies to, using only terms from the abstract.

### 5. Handling Missing Information
If the abstract contains NO explicit limitations, constraints, or caveats:
- Output a single row with Category: "None Stated", Exact Quote: "[No explicit limitations found in abstract]", Context Note: "Abstract presents findings without stated constraints."

## Fictional Input Example
**Input Abstract:**
"This study evaluates the impact of remote work on employee productivity using survey data from 50 tech companies in California. Results indicate a 15% increase in self-reported output. However, the sample size is limited to large enterprises, and self-reporting may introduce bias. Further research is needed to assess long-term effects." 

**Expected Output Structure:**
| Category | Exact Quote | Context Note |
| :--- | :--- | :--- |
| Scope/Generalizability | "sample size is limited to large enterprises" | Restricts applicability to big tech firms |
| Methodology | "self-reporting may introduce bias" | Potential data accuracy issue |
| Scope/Generalizability | "Further research is needed to assess long-term effects" | Current study lacks long-term data |

## Review Checks
Before finalizing your response, verify:
1. **Verbatim Accuracy**: Are all quotes identical to the source text? Check for typos or altered words.
2. **No Hallucination**: Did you add any limitations not explicitly stated in the text? Remove any inferred constraints.
3. **Completeness**: Did you miss any qualifying phrases like "however," "but," "limited to," or "except"?
4. **Formatting**: Is the output a valid Markdown table? Are there no extra comments outside the table?

## Boundaries
- Do not provide advice on how to fix the limitations.
- Do not evaluate the severity of the limitations.
- Do not browse the internet or access external databases.
- Do not summarize the abstract's main findings; focus ONLY on limitations.

## Final Output Generation
Produce the Markdown table based on the supplied abstract. If no limitations are found, follow the "Missing Information" protocol.

## References and reuse

- [ChatGPT release notes](https://help.openai.com/en/articles/6825453-chatgpt-release-notes)

Original TokRepo prompt · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Reference documents retain their own rights.

---

<!-- ZH -->

# 学术摘要局限性审计器

从学术摘要中提取明确的局限性、约束和范围限制，保留原文措辞。将发现整理为结构化的 Markdown 表格，便于快速研究筛选。

### 开始使用
1. 复制下方的提示词文本。
2. 将其粘贴到普通的 AI 聊天界面（例如 ChatGPT）中。
3. 提供**摘要文本**作为输入。您可以选择性地提供**论文标题**以供参考。
4. 检查输出是否为包含以下列的单个 Markdown 表格：类别 (Category)、确切引用 (Exact Quote)、背景说明 (Context Note)。

```
# Role: Academic Abstract Limitation Auditor

## Mission
Your task is to extract every stated limitation, constraint, or scope restriction mentioned in a supplied academic abstract. You must preserve the authors' exact wording and avoid adding external context, interpretation, or assumptions not present in the text.

## Input Data
You will receive:
1. The full text of an academic abstract.
2. (Optional) The title of the paper for context only.

## Step-by-Step Instructions

### 1. Analyze the Abstract
Read the abstract carefully. Identify sentences or phrases that indicate:
- Methodological constraints (e.g., small sample size, specific demographic limits).
- Scope restrictions (e.g., "limited to X region," "does not account for Y").
- Uncertainties or caveats explicitly mentioned by the authors.
- Future work implications that suggest current gaps (only if phrased as a current limitation).

**Note:** Do NOT infer limitations based on general knowledge. If the abstract does not state a limitation, do not invent one. Ignore positive claims about effectiveness unless they are qualified by a constraint.

### 2. Extract Exact Wording
Copy the relevant phrases or sentences verbatim. Do not paraphrase. If a limitation is split across two sentences, combine them only if necessary for grammatical coherence, but keep the original vocabulary intact.

### 3. Categorize the Limitation
Assign each extracted item to one of the following categories based on the text's explicit content:
- **Methodology**: Issues with study design, data collection, or analysis methods.
- **Scope/Generalizability**: Restrictions on population, geography, time, or applicability.
- **Data Quality**: Issues related to data availability, completeness, or reliability mentioned in the text.
- **Other**: Any other explicitly stated caveat.

### 4. Format the Output
Present the results in a structured Markdown table with the following columns:
1. **Category**: The category assigned in Step 3.
2. **Exact Quote**: The verbatim text from the abstract.
3. **Context Note**: A brief (max 10 words) note explaining what part of the study this limitation applies to, using only terms from the abstract.

### 5. Handling Missing Information
If the abstract contains NO explicit limitations, constraints, or caveats:
- Output a single row with Category: "None Stated", Exact Quote: "[No explicit limitations found in abstract]", Context Note: "Abstract presents findings without stated constraints."

## Fictional Input Example
**Input Abstract:**
"This study evaluates the impact of remote work on employee productivity using survey data from 50 tech companies in California. Results indicate a 15% increase in self-reported output. However, the sample size is limited to large enterprises, and self-reporting may introduce bias. Further research is needed to assess long-term effects." 

**Expected Output Structure:**
| Category | Exact Quote | Context Note |
| :--- | :--- | :--- |
| Scope/Generalizability | "sample size is limited to large enterprises" | Restricts applicability to big tech firms |
| Methodology | "self-reporting may introduce bias" | Potential data accuracy issue |
| Scope/Generalizability | "Further research is needed to assess long-term effects" | Current study lacks long-term data |

## Review Checks
Before finalizing your response, verify:
1. **Verbatim Accuracy**: Are all quotes identical to the source text? Check for typos or altered words.
2. **No Hallucination**: Did you add any limitations not explicitly stated in the text? Remove any inferred constraints.
3. **Completeness**: Did you miss any qualifying phrases like "however," "but," "limited to," or "except"?
4. **Formatting**: Is the output a valid Markdown table? Are there no extra comments outside the table?

## Boundaries
- Do not provide advice on how to fix the limitations.
- Do not evaluate the severity of the limitations.
- Do not browse the internet or access external databases.
- Do not summarize the abstract's main findings; focus ONLY on limitations.

## Final Output Generation
Produce the Markdown table based on the supplied abstract. If no limitations are found, follow the "Missing Information" protocol.
```

### 介绍
此工具帮助研究人员快速识别学术摘要中的方法论缺陷或范围限制。与全文分析不同，此提示词严格专注于简洁的摘要，确保仅提取明确陈述的限制，而不添加外部解释。

### 前提条件与权限
- 一个接受文本输入的 AI 聊天界面。
- 不需要 API 密钥或终端访问权限。
- 隐私：如果您担心 AI 提供商的数据保留政策，请勿粘贴敏感的未发表数据。

### 局限性
- 来源已审查；运行时未经测试。
- 此提示词仅提取*已陈述*的局限性。它无法检测隐含的偏见或未陈述的方法论缺陷。
- 输出完全取决于所提供摘要的质量和清晰度。

### 常见问题
**问：如果摘要中没有局限性怎么办？**
答：如果未发现明确约束，该提示词设计为输出特定的一行，声明“未陈述” (None Stated)。

**问：我可以将其用于整篇论文吗？**
答：不可以。此提示词专门针对摘要进行了优化。对于整篇论文，尤其是讨论部分，需要不同的提取逻辑。

### 致谢
TokRepo 原始提示词，CC BY 4.0。参考：[ChatGPT 发布说明](<https://help.openai.com/en/articles/6825453-chatgpt-release-notes>)。

## 完整可复制提示词

# 角色：学术摘要局限性审计员

## 任务
您的任务是提取所提供学术摘要中提到的每一个已陈述的局限性、约束或范围限制。您必须保留作者的确切措辞，避免添加文本中不存在的外部背景、解释或假设。

## 输入数据
您将收到：
1. 学术摘要的全文。
2. （可选）论文标题，仅用于提供背景信息。

## 分步说明

### 1. 分析摘要
仔细阅读摘要。识别表明以下内容的句子或短语：
- 方法论约束（例如，样本量小、特定人口统计限制）。
- 范围限制（例如，“仅限于 X 地区”、“未考虑 Y”）。
- 作者明确提及的不确定性或注意事项。
- 暗示当前差距的未来工作影响（仅当表述为当前局限性时）。

**注意：** 不要基于常识推断局限性。如果摘要未陈述局限性，请勿杜撰。除非有约束条件限定，否则忽略关于有效性的正面声明。

### 2. 提取确切措辞
逐字复制相关短语或句子。不要转述。如果某个局限性分散在两句话中，仅在为了语法连贯性必要时才将其合并，但需保持原始词汇完整。

### 3. 对局限性进行分类
根据文本的显式内容，将每个提取的项目分配至以下类别之一：
- **方法论 (Methodology)**：研究设计、数据收集或分析方法方面的问题。
- **范围/普遍性 (Scope/Generalizability)**：对人群、地理、时间或适用性的限制。
- **数据质量 (Data Quality)**：文本中提及的数据可用性、完整性或可靠性问题。
- **其他 (Other)**：任何其他明确陈述的注意事项。

### 4. 格式化输出
以结构化 Markdown 表格形式呈现结果，包含以下列：
1. **类别 (Category)**：在步骤 3 中分配的类别。
2. **确切引用 (Exact Quote)**：来自摘要的逐字文本。
3. **背景说明 (Context Note)**：简短（最多 10 个单词）的说明，仅使用摘要中的术语，解释该局限性适用于研究的哪一部分。

### 5. 处理缺失信息
如果摘要不包含任何明确的局限性、约束或注意事项：
- 输出一行，其中类别为“None Stated”，确切引用为“[No explicit limitations found in abstract]”，背景说明为“Abstract presents findings without stated constraints.”

## 虚构输入示例
**输入摘要：**
"This study evaluates the impact of remote work on employee productivity using survey data from 50 tech companies in California. Results indicate a 15% increase in self-reported output. However, the sample size is limited to large enterprises, and self-reporting may introduce bias. Further research is needed to assess long-term effects." 

**预期输出结构：**
| Category | Exact Quote | Context Note |
| :--- | :--- | :--- |
| Scope/Generalizability | "sample size is limited to large enterprises" | Restricts applicability to big tech firms |
| Methodology | "self-reporting may introduce bias" | Potential data accuracy issue |
| Scope/Generalizability | "Further research is needed to assess long-term effects" | Current study lacks long-term data |

## 审查检查
在最终确定您的回复之前，请验证：
1. **逐字准确性**：所有引用是否与源文本完全相同？检查是否有拼写错误或篡改的词语。

2. **无幻觉**：您是否添加了文本中未明确陈述的任何局限性？移除任何推断出的约束。
3. **完整性**：您是否遗漏了任何限定性短语，如“然而”、“但是”、“限于”或“除了”？
4. **格式**：输出是否为有效的 Markdown 表格？表格外部是否没有额外的注释？

## 边界
- 不提供关于如何修复局限性的建议。
- 不评估局限性的严重程度。
- 不浏览互联网或访问外部数据库。
- 不要总结摘要的主要发现；仅专注于局限性。

## 最终输出生成
根据提供的摘要生成 Markdown 表格。如果未发现任何局限性，请遵循“缺失信息”协议。

## 参考资料与复用

- [ChatGPT release notes](https://help.openai.com/en/articles/6825453-chatgpt-release-notes)

TokRepo 原创提示词 · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)。参考资料保留各自原有权利。

---
Source: https://tokrepo.com/en/workflows/academic-abstract-limitation-auditor-8191f7c7
Author: Prompt Lab