Human in Literary Interpretation: Aesthetic Judgment, Ethics, Confidentiality and Boundaries — Artificial Intelligence in Turkish Language and Literature

Gains:

Being able to understand that aesthetic judgment is based on experience, cultural depth and responsibility and why it is inalienable.
With the principles of honesty, integrity, respect and justice; Ability to use artificial intelligence while protecting privacy and copyright
Ability to use interpretations based solely on the text that one can defend and stand behind the final decision and responsibility

Throughout this module we learned to use AI as a reading, summarizing, scanning, editing and ideation tool. In this final unit, we come to the real question above all this: Where is the place of the human being in literature and the study of language, and why can no medium take its place? The answer comes down to one word: interpretation and judgment. What a text means, whether it is beautiful or not, what it adds to which tradition, why it shakes a reader—these are not calculable, but livable questions. This unit establishes the ethical, professional and practical framework for keeping humans at the center when using AI.

Why is aesthetic judgment indelegable?

Aesthetic judgment is a human judgment on the value, beauty and meaning of a work. This judgment is based on three things, neither of which are present in AI:

Experience: Why a poem shakes a reader depends on that reader's life, memory and emotion. AI has no life, no memory, and no emotion; It does not "feel" the text, it processes it as a pattern.
Cultural depth: What a text adds to a tradition, what silent references it carries, finds its full meaning only for someone who lives that culture from the inside.
Liability: A comment is a claim that the person who said it stands behind. AI does not stand behind anything; cannot take responsibility.

AI can "generate" an interpretation, but it cannot defend that interpretation, stand behind it, or be accountable for it. However, this is exactly the essence of literary education and criticism: justifying, defending and existing with a reading.

Tip: When you read a comment by AI, ask yourself: “Can I defend this, can I stand behind it?” If your answer is "no, it just sounds good", that comment is not yours and should not go into the text.

Ethical principles: four pillars

The ethics of using AI in literature and language studies are based on four pillars:

Integrity: Don't hide the AI's contribution; State clearly what you are doing. Authenticity begins with honesty.
Accuracy: Every fact, source and quote is verified. Passing on false information for the sake of speed is a violation of ethics.
Respect: Respect for the author, the work and the reader. It is disrespectful to misrepresent an author, distort a work, or attribute an interpretation unfairly to him.
Fairness: Treating students and colleagues fairly; Avoiding unfair accusations with unreliable tools (e.g. AI detectors).

Attention: Circulating words that do not belong to an author or texts produced "in his style" - especially presenting them as if they were real - is both unethical and pollutes cultural memory. AI's ability to imitate imposes a special responsibility in this regard.

Privacy and copyright

Confidentiality also applies in this area. Do not enter unpublished work (an author's manuscript, a contract manuscript from a publishing house), a paper you have refereed, or texts containing students' personal data into a public AI tool that your institution has not approved. These texts are entrusted to you; Once typed into a public tool, it is out of your control.

Copyright is also important: uploading and processing a work in its entirety in a tool may violate the rights of that work. Work with short excerpts, authorized texts, and public domain works; In case of doubt, consult the rights holder or your institution's legal guidance.

three mini cases

Case 1 — Indefensible comment eliminated. One reviewer received a "theme comment" for a novel from AI; It sounded impressive but could not be supported from the text. The critic said "I cannot defend this" and wrote his own interpretation based on the text. The writing survived a weak flourish.

Case 2 — Confidential draft preserved. An editor was about to upload an unpublished novel to a public tool for proofreading. He paused and remembered corporate policy: contracted, unpublished text cannot go out. Did the job in a safe, in-house environment; The author's trust was preserved.

Case 3 — Fake quote was stopped before circulation. For a social media post, someone wanted to share a quatrain that AI produced for a poet "in his style" as "the poet's word". A teacher showed that the line did not belong to the poet; The post was corrected with the note "AI production, for example purposes". Cultural memory is not contaminated.

Four copyable templates

1) Comment defense test:

Below is a literary commentary. Show me the strongest objections that would REFUSE this interpretation and what evidence from the text weakens it. My goal is to see if I can defend this interpretation. Just rely on the text I gave you; don't praise.Comment: [...] Text: [...]

2) Privacy/copyright pre-check:

Consider the following text before processing it in an AI tool: could it be unpublished, contracted, contain personal data, or copyrighted? What signs should I look for? If it's risky, warn me and suggest a safe alternative. Text type/example: [short description]

3) Draft ethical statement:

[In which stages] I used AI in a study. Draft a concise and clear "AI use statement" that tells the reader this honestly. No exaggeration or defensiveness; Just say clearly what is being done.

4) Cultural sensitivity check:

The text/comment below describes an author, period or society. Does it contain clichés, prejudices or unfair generalizations? Are words that do not belong to an author attributed to him? Just point; rewrite text.Text: [paste text]

Weak prompt / Strong prompt

Weak: "Write a compelling review of this novel."

Strong: "Test my interpretation of this novel: what evidence from the text supports it, what evidence opposes it? Show me its weaknesses so I can construct an interpretation I can defend. Rely on the text alone; do not add grandiose but unsupported claims."

The powerful prompt makes the AI not a “show-off generator” but a critical partner who tests your interpretation. A weak prompt creates an untenable, empty text.

Human and AI role limit table

area

AI can

Only humans can

Pattern/marking

Yes

—

draft/summary

Yes

—

aesthetic judgment

value judgment

Defend the comment

taking responsibility

cultural meaning

Partially raw material

deep meaning

Ethical decision

honesty, justice

Using critical theories as tools

Literary criticism has theories that look at the text through different "lenses": approaches that read a text only through its structure, those that emphasize social and historical context, those that center the role of the reader, or those that emphasize the ambivalence of language and meaning. Each theory is a lens that makes something different visible in the text. AI can help introduce these lenses as a “starting tool”: “What questions are asked when looking at this text through the lens of social context?” With a prompt like this, you can quickly map different reading paths.

But beware of two traps here: First, AI can reduce a theory to a superficial label and produce clichés; The person who really knows the theory should notice this superficiality and deepen it. Second, choosing a lens is an interpretive decision—you decide which theory sheds light on this text and which remains far-fetched. Theory is a tool not to crush the text, but to look at it better; And it is up to expert judgment to decide which text and how you will apply that tool.

Use AI in this context as a “theoretical question generator”: it reminds you of questions from different lenses, and you go back to the text and test with evidence from the text which of these questions are really productive.

Tip: Ask the AI for the "questions" of a theory, not the "conclusion". Good questions deepen your reading; A ready-made "theoretical interpretation" often becomes a cliché that is hard to defend.

Common mistakes

Using comments that you cannot defend. A comment that sounds good but is not based on the text is not yours.
Mistaking AI for a "feeling" reader. AI processes the text, it does not live it; Aesthetic judgment is unique to humans.
Entering confidential/proprietary text into the tool. A violation of trust and rights arises.
Circulating the fake quote. It pollutes cultural memory; Always cite the source.
Delegating the ethical decision to the vehicle. Honesty, respect and justice are human responsibility.

In summary

At the heart of the study of literature and language is something that AI cannot imitate: human interpretation and aesthetic judgment based on experience, cultural depth, and responsibility. AI shows the pattern, prepares the outline, tests the idea; But it is the human being who establishes the meaning, defends the interpretation, makes the ethical decision and stands behind the work. We use AI with the principles of honesty, integrity, respect and justice; Use it while protecting privacy and copyright. As the tool becomes more powerful, human judgment and responsibility become more valuable.

Application task

Write a short comment about a literary text. Then have the AI test your comment with the "Test to defend comment" template. Either strengthen or modify your interpretation in the face of objections raised by the AI. Finally, write a short honest “AI use statement” for your work. These two steps put human judgment and transparency into practice together.

checklist

[ ] I have only used textual interpretations that I can defend.
[ ] I made the aesthetic judgment and final decision myself.
[ ] I did not enter the confidential/copyrighted text into the public tool.
[ ] I have not circulated false quotes/attributions; I stated the source.
[ ] I have disclosed my use of AI honestly.

Module Exam

1. Which of the following is the most accurate positioning for artificial intelligence in Turkish Language and Literature studies?

A) Artificial intelligence can decide the true meaning and literary value of a text instead of humans
B) Artificial intelligence is of no use in literature; Every job must be done by hand
C) Artificial intelligence is a reading, summarizing, scanning and editing assistant; Interpretation, aesthetic judgment and ultimate responsibility lie with humans ✔
D) Since artificial intelligence understands emotions better than humans, it is necessary to leave the interpretation of poetry to it.

Description: Artificial intelligence; It is an assistant who reads the text, summarizes, scans, organizes and generates ideas. Interpretation, aesthetic judgment, originality and ultimate responsibility rest with the competent expert; An unverified output may lead to a fabricated source, a fictitious quote, or a comment that is unfair to an author.

2. Which of the following is 'hallucination', the most dangerous behavior of artificial intelligence in human and social fields?

A) Summarizing the text very slowly
B) Confidently producing a non-existent source, line or quote as if it were real ✔
C) It can only process very long texts
D) Refusal to correct spelling errors

Explanation: Hallucination is when artificial intelligence fluently and confidently presents a non-existent work, a non-existent verse, a false date or a source that has never been written as real. Therefore, every quote, date and source cannot be used without verification from the primary source.

3. What is the best instruction to give to artificial intelligence when doing close reading?

A) Mark the figures of speech and themes with quotes from the text, not to go beyond the text; Let me create the holistic interpretation ✔
B) Make free assumptions about the poet's life and period
C) Give a ready-made one-sentence 'theme' and give no justification.
D) If necessary, strengthen the comment by adding lines that are not in the text.

Explanation: In close reading, the evidence is in the text. Calling artificial intelligence 'interpret' creates clichés; Instead, it is correct to ask him/her to mark the figures of speech and themes with quotes from the text and forbid him/her to go beyond the text, and to make the holistic interpretation yourself.

4. Why shouldn't artificial intelligence's word frequency count be blindly trusted in corpus analysis?

A) Because it is certain that the counts are always overstated
B) Because he completely refuses to count words
C) Because it can count only in poems
D) Because it is a language model, it is unreliable in exact counting; result must be verified with a separate tool ✔

Description: Artificial intelligence is a language model, not a calculator; can give an approximate and sometimes incorrect answer to the question 'how many times has it occurred' in long texts. For accurate counting, special tools must be used and the output of the AI must be verified in a separate way.

5. What should artificial intelligence definitely not do when working with old (Ottoman/divan) texts?

A) Suggesting draft equivalents of heavy words in a Latin text
B) Making a rough simplification draft of a paragraph
C) Spontaneously 'completing' the gap of a missing or worn out text ✔
D) Suggesting possible meanings of a word in a list

Description: Artificial intelligence can automatically fill in worn or incomplete text according to what it should be; This is making up a text that does not exist in philology and is a grave mistake. Incomplete text completion, transcription and scientific edition belong to the expert philologist.

6. Which of the following is the correct starting point when preparing course material?

A) The teacher must first determine a measurable outcome; ✔ the material serves him/her
B) First, let the artificial intelligence generate random events and then adapt the gain
C) Starting with the most visual and fun activity and not thinking about the goal at all
D) Writing the outcome in an immeasurable way, such as 'the student likes poetry'

Explanation: Good material starts with a measurable outcome, not fancy activity. The teacher puts the outcome first; Activity, questions and rubrics serve this achievement. Making the gain match the artificial intelligence leaves the material aimless.

7. What is the biggest risk and the right approach when recommending sources to artificial intelligence in literary research?

A) Artificial intelligence cannot recommend resources; so there is no risk
B) Can produce imaginary resources; therefore each source must be verified from the catalog/database ✔
C) The sources he recommends are always real; verification is unnecessary
D) It is sufficient to write the sources in a beautiful format only.

Description: Artificial intelligence can combine a real author's name with a plausible title and year to produce a 'phantom source' that never existed. Therefore, every suggested source should not be used without personally confirming it from the library catalog or a reliable database.

8. What is the best approach to preserve the author's style in editing?

A) Saying 'Make the text beautiful' and releasing the artificial intelligence completely
B) Considering the dialect in the dialogue and the inverted structure in the poem as 'mistakes' and having them all corrected
C) Having everything corrected in one pass and never seeing the changes
D) Separating the layers and marking each change and preserving the author's voice ✔

Explanation: Saying 'beautify' allows the AI to rewrite the text in its own clichéd voice and deletes the author's inverted sentences, deliberate repetitions, and dialogue slurs. It's okay to separate the layers (just spelling, then just flow), have each change marked, and preserve the sound.

9. What is the healthiest use of artificial intelligence in creative writing?

A) Use in the idea and feedback stages; ✔ Writing the actual text yourself
B) Having the entire text written by artificial intelligence and delivered as its own work
C) Shortening the process by immediately saying 'write more' when the student gets stuck
D) Having a text produced in the 'style' of a master and considered original

Explanation: Artificial intelligence comes into play in the healthiest way before writing (idea, plan) and after writing (reader feedback); It should remain disabled at the time of actual writing. Saying 'Write more' destroys voice and learning; Ownership of the text must remain with the human.

10. What is the most correct attitude when evaluating whether a student's text was written with artificial intelligence?

A) Accepting the percentage of an AI detector as conclusive evidence and blaming the student
B) Automatically assume every text is fake
C) Do not rely on the detector and make a fair assessment based on the sketch, verbal explanation and process evidence ✔
D) Taking notes without listening to the student

Explanation: There is no reliable tool to determine whether it is written with artificial intelligence or not; So-called AI detectors are mistaken and can incriminate innocent texts. The correct way is not to consider the detector output as evidence; It is based on process evidence such as outline, verbal description and personal connection.

11. Which of the following is one concrete way to verify that a resource actually exists?

A) Checking whether the source's tagline sounds good
B) Open the DOI, ISBN or catalog record personally and see whether it reaches the actual publication ✔
C) Considering it sufficient for artificial intelligence to say 'this source is real'
D) Considering the source's year to be reasonable as evidence

Description: DOI (permanent unique ID assigned to the publication), ISBN (book number) and library catalog record are concrete ways to confirm the authenticity of a source in minutes. AI-generated DOIs are often made-up and don't go anywhere; This is a practical test of capturing the imaginary source.

12. Why is the distinction between primary and secondary sources important in literary research?

A) They are the same thing; distinction is unnecessary
B) Secondary source is always more reliable than primary source
C) A line/event claim should always be confirmed from the primary source; The information the AI remembers is second-hand and blurry ✔
D) A primary source is never needed; everything can be learned from AI

Description: The primary source is the work or phenomenon itself (the original of the poem, the letter, the newspaper of the period); The secondary source is the later review about him. It is always necessary to confirm a line or event claim from the primary source; The information that AI 'remembers' is blurred and second- and third-hand.

13. What is the healthiest culture regarding originality and the use of artificial intelligence?

A) Focusing on ensuring that thoughts and expressions truly belong to the individual, with transparent declaration and open usage policy ✔
B) Prohibiting any use of AI and encouraging concealment
C) Considering it normal to present the AI text as one's own work without stating the contribution
D) Measuring honesty by relying solely on detector software

Description: Authenticity is protected not by a technology of capture, but by a culture of honesty. 'Did you use AI?' instead of 'Where and how did you use AI and is the thought yours?' The question is correct; Transparent declaration and a clear usage policy are more realistic and instructive than a ban.

14. Which of the following is NOT a step in the verification chain when verifying a quote?

A) Checking whether the resource actually exists
B) To see whether the quote is found verbatim in the source itself, in the specified place
C) Checking whether the quote is used in its original context
D) Consider how impressive the quote sounds and accept it accordingly ✔

Description: The verification chain consists of the following steps: whether the source exists or not, the accuracy of the citation, the exact quotation in the text, the context not being distorted, and the attribution being made to the right person. 'The fact that the quote sounds impressive' is not a criterion of verification; Realism and reality are two different things.

15. Which best explains why aesthetic judgment in literary interpretation is human and inalienable?

A) Since artificial intelligence reads very fast, it is necessary to leave the judgment to it.
B) Aesthetic judgment is based on experience, cultural depth and responsibility; AI does not feel the text and cannot stand behind its interpretation ✔
C) Aesthetic judgment is unimportant; every comment is equally valid
D) Since artificial intelligence is always more impartial than humans, it is right to leave the interpretation to it.

Explanation: Aesthetic judgment is based on experience, cultural depth and responsibility; Artificial intelligence does not 'feel' the text, it processes it as a pattern and cannot stand behind or be held accountable for a comment it makes. An interpretation is the judgment of the person who can defend it and stand behind it.