Unit 10 / 11

Report and Article Writing; Source Verification and Hallucination

Gains:

  • Ability to maintain originality by using artificial intelligence to clarify one's own draft and generating content and ideas oneself
  • Ability to prevent hallucination by independently verifying each source, number, and quote in the text
  • Maintain academic integrity by maintaining one's own analytical voice and transparently disclosing the use of artificial intelligence

The final but most visible stage of research is writing: putting your findings into a report, thesis, or academic paper. A good academic text has a certain architecture: introduction (issue and question), literature (what the field says), method (how you did it), findings (what you found), discussion (what it means), and conclusion. AI is a powerful aid at every stage of this writing — producing a draft paragraph, correcting a jumbled sentence, setting the academic tone, writing an abstract. But there are two great dangers in writing in the human field, and this unit is based on them: hallucination (fabricated source, number, quote) and originality (the text is truly your thought and effort).

Let's be clear: AI can be used in academic writing, but how it is used determines everything. Using AI to express your own findings more clearly, correct grammar, improve structure is legitimate and declared transparent. On the other hand, telling AI to "write an article on this subject" and presenting the resulting work as your own violates academic integrity and almost certainly produces a text full of fabricated sources that you cannot defend. This is the line between: AI helps you express your opinion; It doesn't think for you.

Step by step: honest and powerful writing

1. You think first, then let AI help. Decide for yourself what your finding means and what you want to say. Don't let the AI ​​fill in a blank page; Improve your own draft.

2. Link each paragraph to a claim. In academic writing, each paragraph supports a point with evidence. AI helps put your messy paragraphs into this structure.

3. Verify every source, number, quote. No reference, statistic, or quote that the AI ​​inserts or “remembers” into the text remains unverified. This is the strictest rule.

4. Protect your own voice. The text produced by AI is generally uniform and generally valid. Put back your own analytical voice, your accents, your nuances. The text should be read the way you do.

5. Ensure authenticity and transparency. Follow your institution's AI usage guidelines, acknowledge the AI's contribution, and avoid plagiarism (presenting someone else's work as your own) in all its forms.

Caution: When you tell the AI ​​to "add source" or "support with references", the model almost always produces fake references that look real. Do not leave EVERY source in your text without finding it in the database yourself, reading it, and confirming it. A single unverified fake source destroys the credibility of your entire work.

three mini cases

Case 1 — Fake quote scandal averted. A writer wanted to verify the reference to "Bourdieu's 2003 work" that YZ added to the discussion section. There was no such study; AI had attached the name of a famous sociologist to a fabricated publication. The author screened all citations; 3 more were fake. Verification averted reputational crisis.

Case 2 — Uniform text came to life. The part a student wrote with AI was technically correct, but it sounded like a "nobody's" voice — generic, flat, impersonal. When the advisor asked, "Where is your own analysis?", the student added his own interpretation, emphasis, and connection to his data to each paragraph. The text was both original and powerful.

Case 3 — Transparent use accepted. “I used AI for language correction and structure, all content and sources are mine and verified,” one researcher declared in his paper. The magazine didn't mind; The real problem is concealed and unverified AI use, not transparent and audited use.

Four copyable templates

1) Draft improvement (I provide my own text):

The following paragraph is my draft. Make it clearer and more academic, but: (1) ADD new information, sources, or numbers, (2) change my argument, (3) preserve my own voice. Just improve clarity and flow. Mark the places you changed. Text: [here]

2) Building inspection:

Examine the following section in terms of academic structure: does each paragraph depend on a single claim, are the claims supported by evidence, are the transitions fluid? Highlight weakly structured paragraphs and suggest how to strengthen them. Adding new things to the content. Section: [here]

3) Source verification scan:

List EVERY reference, numerical claim, and direct quote in the following text in a table. Make a "need to verify" note for each and write what I need to check (DOI, page, original source). You add or "remember" resources; just list the available ones for verification. Text: [here]

4) Abstract draft:

Outline a 200-word academic abstract based on the following findings: problem, method, main finding, contribution. Use only findings in the text; fabricate new results. Use language that is understated, honest, and does not hide limitations. Findings: [here]

Weak prompt / Strong prompt

Weak prompt:

Write a sourced, academic article on social trust.

This tells the AI ​​to fit it from start to finish. The resulting text is an inauthentic draft full of fake references that you cannot defend. It is also dangerous in terms of academic integrity.

Powerful prompt:

It is a draft containing my own findings and the sources I have collected. Your mission: improve language and structure. ADDING a new source, issue or claim. Changing existing resources. Keep my analytical voice. Mark everything you've changed so I can approve it.Draft: [here]

The difference: in the second approach, the content, source and idea are yours; AI only amplifies expression. You can defend the text.

The limit of AI in spelling tasks

Quest

Is AI legitimate?

condition

Grammar correction

Yes

The content is yours

Structure/flow improvement

Yes

The claim is yours

Summary drafting

Yes

The find is yours, verified

Source "suggestion"

no

Risk of fabrication

Content "writing"

no

Violation of originality

Generating ideas/analysis

no

The thought should be yours

Common mistakes

  • Adding resources to AI. It almost certainly produces fabrications; Verify each attribution yourself.
  • Delivering the resulting text as is. Violation of originality and defensibility; Put your own analysis.
  • Losing your own voice. Uniform AI language makes your work seem impersonal and weak.
  • Hiding the use of AI. Transparent declaration is legitimate; Covert and unverified use is a risk.
  • Not confirming the numbers. The statistics that the AI ​​adds to the text may be inaccurate; Connect each figure to its source.

In summary

AI in academic writing; It's a powerful helper for clarifying your own draft, improving structure, correcting language, and drafting outlines. But it doesn't and shouldn't think for you. The two great dangers of the human field are hallucination and originality: do not have the AI ​​add sources, do not present the output as your own work, verify every reference and number yourself, maintain your own analytical voice, and declare the AI's contribution transparently. The line is clear: AI helps you express your thoughts, it doesn't think for you.

Application task

Write a one-paragraph outline describing a finding of your own. With the “draft improvement” template, just ask the AI ​​for language and flow improvement and confirm the changes. Then consciously tell the AI ​​"suggest 5 sources on this topic" and search each suggested source in the database and count how many are fake. Summarize your experience in a half-page note that concretely illustrates the risk of hallucinations.

checklist

  • [ ] I first thought about the meaning of the finding myself, then expressed it with AI.
  • [ ] I have personally verified every source, number and quote in the text.
  • [ ] I did not print content to the AI; I had my own draft improved.
  • [ ] I retained my own analytical voice and emphasis.
  • [ ] I have transparently declared the contribution of AI.