Glasgow 2026-27 AI Summary, Translation, and Similarity Checking Policy Explained

In its Plagiarism & Academic Integrity Code for the 2026-27 academic year, the University of Glasgow defines plagiarism to include four distinct forms under clause 32.2: "a direct quotation but without quotation marks and full referencing;", "a close paraphrase, including wording within the same sentence and paragraph structures as the source;", "an unacknowledged summary of a source, including a summary produced by generative Artificial Intelligence (GenAI);", and "direct copying, translation or transcription." In clause 32.8, the university reserves the right to use University-approved systems, such as similarity checking software, to assist with the detection of plagiarism or generative AI misuse "in the interests of improving academic standards." While clause 32.2 specifically addresses the handling of sources, clause 32.1 prohibits submitting any unacknowledged content produced by software or AI tools, and clause 32.3 requires generative AI use to follow assessment instructions and be acknowledged where permitted. Whether shortening your own paragraphs with a tool violates the rules therefore depends on the specific assessment brief, and any permitted software or AI assistance must be acknowledged.

When students prepare coursework under Glasgow's 2026-27 regulations, reading the phrase "summary produced by generative Artificial Intelligence" often raises immediate anxiety: does using software to tighten a verbose paragraph in your own draft violate the plagiarism code?

The honest answer is that it depends on the assessment instructions and whether the tool's contribution is acknowledged. Clause 32.2 defines plagiarism in relation to sources—such as external literature, third-party publications, or previously submitted coursework under clause 32.6. However, students cannot assume self-editing with digital tools falls entirely outside the code: clauses 32.1 and 32.3 establish strict requirements for acknowledging software and AI assistance across all submitted work. Below is an exact breakdown of what the code establishes, how similarity checking operates under clause 32.8, and why these institutional rules apply strictly to Glasgow rather than across higher education universally.

The distinction between summarizing a source and editing your own prose begins with the object of the work: handling external material versus refining your own drafting.

Glasgow's plagiarism regulation explicitly targets:

"an unacknowledged summary of a source, including a summary produced by generative Artificial Intelligence (GenAI);"

In academic governance, source plagiarism involves misrepresenting attribution: presenting another person's ideas, findings, arguments, or prose as if they were your own, or failing to acknowledge the source material (including previously submitted work under clause 32.6). When a student takes an external publication, uses an AI tool to generate a condensed summary, and inserts that summary into an essay without citing the author and disclosing the tool, they breach academic integrity because they misrepresent where the synthesis came from.

Condensing your own draft involves a different relationship to source material:

1. Authorship of underlying ideas: In self-editing, the underlying arguments, research, and analysis were conceived and drafted by you.
2. Absence of third-party appropriation: Shortening your own text does not misappropriate another scholar's intellectual property.
3. The specific focus of clause 32.2: The four categories in clause 32.2 focus on how sources and references are handled, rather than on the mechanical act of trimming sentence length.

However, that distinction does not mean automated text editing is unrestricted under Glasgow's regulations. The code does not leave digital tools solely to informal departmental custom:

• Clause 32.1 explicitly states that submitted work must not contain "any unacknowledged content that has been produced by another person, website, software, or Artificial intelligence (AI) tool".
• Clause 32.3 establishes that students "must not use generative Artificial Intelligence (AI) tools … in ways which breach assessment instructions" and adds that "Where the use of AI is permitted, it must be verified and appropriately referenced in the work for transparency, with details of how it was used being provided."
• Clause 32.7 classifies violations of these rules as breaches of discipline.

Whether revising or condensing your own draft with software is classified as permitted proofreading or third-party editing depends on departmental guidelines and assessment briefs. Where an assignment allows automated tools, transparent declaration remains mandatory under Glasgow's regulations.

Glasgow's 2026-27 code sets out a precise taxonomy of practices regarding how literature and external evidence must be handled. Clause 32.2 states that plagiarism can take several forms and enumerates four:

1. Direct quotation without quotation marks

The code defines plagiarism to include:

"a direct quotation but without quotation marks and full referencing;"

Extracting verbatim phrases or sentences from a source without enclosing them in quotation marks and providing complete referencing constitutes plagiarism, even if the work is included in a bibliography.

2. Close paraphrase

The code defines plagiarism to encompass:

"a close paraphrase, including wording within the same sentence and paragraph structures as the source;"

This provision addresses superficial rewriting. Merely substituting occasional synonyms or rearranging minor clauses while mirroring the syntactic rhythm, sentence progression, and structural outline of an original publication remains a breach of academic integrity.

3. Unacknowledged GenAI summary of a source

The code specifically incorporates automated tools into its summary rules:

"an unacknowledged summary of a source, including a summary produced by generative Artificial Intelligence (GenAI);"

This clause makes clear that automated intermediary tools do not absolve a writer from source attribution. Even if an AI tool condenses an article into newly phrased text, inserting that summary into your submission without citing the original publication constitutes an unacknowledged summary.

4. Direct copying, translation or transcription

The code also explicitly includes:

"direct copying, translation or transcription."

This clause addresses cross-language source appropriation. Translating material from another language—whether manually or through automated translation software—without acknowledging the source publication is treated as plagiarism alongside direct copying.

(Note on version history: These clauses are verified in Glasgow's active 2026-27 Plagiarism & Academic Integrity Code; because prior academic year versions like 2025-26 were not retrievable via public web archives during verification, it is unverified whether these specific clauses were newly introduced or retained from earlier years).

Beyond defining prohibited practices, Glasgow's code outlines the technological mechanisms the institution reserves the right to employ. Clause 32.8 states:

"The University reserves the right to use University-approved systems, such as similarity checking software, to assist with the detection of plagiarism or generative AI misuse in the interests of improving academic standards."

Several key operational principles emerge from this wording:

• Reservation of rights: Clause 32.8 establishes that the university reserves the right to use approved systems; it does not restrict investigations exclusively to software flags, nor does it guarantee that only approved software may be consulted during academic reviews.
• Assistive role, not autonomous judgment: The policy specifies that approved systems are used "to assist with the detection". Under clauses 32.9 through 32.19, allegations are investigated through human procedures—including preliminary inquiry by the Head of School (or nominee), referral to the Student Conduct Team, and right of appeal to the Senate Assessors for Student Conduct—rather than through automated software verdicts.
• Dual scope of oversight: The clause explicitly pairs "plagiarism" (traditional text-matching against published repositories and student archives) with "generative AI misuse" (evaluating unpermitted AI-generated text).
• Stated institutional objective: The regulation explicitly states its purpose as being "in the interests of improving academic standards."
• Absence of a universal safe percentage: Glasgow's regulation does not establish a numerical similarity threshold or "safe AI score." A low percentage score does not protect a paper if a specific passage constitutes an unacknowledged source summary or close paraphrase.

To navigate coursework safely under Glasgow's 2026-27 regulations, writers should separate their workflow into two distinct categories: managing external literature and editing original prose.

When working with external sources:

1. Cite primary authors regardless of intermediate tools: If you consult an article or book, always cite that work directly in your text and bibliography, even if you used an AI tool to help summarize its arguments.
2. Follow transparency rules for AI summaries: Where an assessment permits generative AI for research assistance, follow clause 32.3 by verifying the output and explicitly detailing how the tool was used. Where unpermitted, synthesize sources independently with proper citation.
3. Declare translated material: If translating quotations or findings from a non-English publication, provide full attribution to the original author and explicitly note the translation.
4. Avoid sentence-by-sentence mimicry: When paraphrasing, close the source document, write your explanation from your own conceptual understanding, and verify that your phrasing and paragraph structure diverge from the original.

When editing and condensing your own prose:

1. Consult module guidelines for permissible editing tools: Do not assume tool use on your own text is unregulated. Under clauses 32.1 and 32.3, unacknowledged software output is prohibited, and any generative AI use must adhere to assessment instructions and be appropriately referenced.
2. Preserve pre-edited draft files: Keep timestamped versions of your document in Microsoft Word, Google Docs, or Overleaf. If an evaluator asks about textual changes, your version history provides tangible evidence of your drafting process.
3. Verify disclosure requirements: When using digital tools to tighten or polish your draft, check whether the assessment brief permits the tool and requires a declaration of assistance.

A frequent pitfall among university students is assuming that an academic integrity rule published by one institution represents a standard across all universities.

Glasgow's Plagiarism & Academic Integrity Code 2026-27 is an internal regulatory document binding only on students enrolled at the University of Glasgow. Higher education institutions maintain independent academic governance, and their approaches to generative AI, summarization, and automated editing diverge significantly.

Do not cite or rely upon Glasgow's definitions if you are enrolled at another university or completing cross-institutional coursework. What is allowed depends on your own institution's regulations and the specific requirements of each assignment. Always refer directly to the academic regulations, student handbook, and module guidance issued by your own institution.

• University of Glasgow. Plagiarism & Academic Integrity Code 2026-27, General Regulations, Section 32 (including clauses 32.1, 32.2, 32.3, 32.6, 32.7, 32.8 on similarity-checking software, and 32.9–32.19 on conduct procedures). Retrieved October 2, 2026: https://www.gla.ac.uk/myglasgow/policy/regulations-current/general/plagiarism/