Stable review prompts are predefined commands that instruct the xPeer peer review simulation engine to perform a specific type of scholarly evaluation. They provide researchers, reviewers, editors and conference organisers with consistent review workflows that can be applied across manuscripts and academic disciplines.
Users access these prompts through xPeerd.com, the conversational interface for xPeer. Instead of constructing a complex review request from scratch, a user can select a stable prompt that already defines the purpose, scope and expected structure of the simulation.
The word stable refers to procedural consistency. When the same type of manuscript is evaluated under the same task, constraints and review criteria, xPeer invokes the same core analytical pathway. The wording of a report may vary slightly, but the review logic, evaluation categories and decision structure are designed to remain stable.
Why Are Stable Review Prompts Needed?
Open-ended instructions such as “review my paper” provide little information about the type of evaluation required. An author may want pre-submission feedback, while an editor may need an assessment suitable for manuscript screening. A reviewer may require a structured guide, whereas a conference organiser may need questions for a live scholarly discussion.
Stable review prompts resolve this ambiguity by assigning a defined task to the xPeer engine. Each prompt establishes what the system should examine, how the findings should be organised and which scholarly role the report is intended to support.
This approach also improves comparability. When manuscripts are reviewed using the same task definition, differences between reports are more likely to reflect differences in the manuscripts rather than arbitrary changes in prompting.
The Main xPeer Stable Review Prompts
| Stable prompt | Review purpose | Primary users |
|---|---|---|
| /DAReview | Produces a Detailed Autonomous Review examining the manuscript’s arguments, methodology, evidence, coherence, reproducibility and presentation. | Authors, editors and research teams |
| /HCReview | Generates a Human-Centred Review that guides a human reviewer towards specific passages, questions and issues requiring expert judgment. | Peer reviewers, supervisors and editors |
| /DBReviewSim | Simulates a double-blind review process using independent reviewer perspectives followed by editorial decision support. | Authors, editors and publishers |
| /PRR | Simulates repeated journal evaluation rounds to identify Potential Rejection Reasons and the weaknesses most likely to affect publication outcomes. | Authors preparing journal submissions |
| /confReview | Evaluates a conference paper and generates critical questions that may arise during presentation, discussion or selection. | Conference organisers, reviewers and presenters |
How Does a Stable Review Prompt Work?
After a manuscript is submitted through xPeerd.com, the selected stable prompt defines the review task. xPeer then deconstructs the manuscript into elements such as claims, supporting evidence, methods, arguments and page-linked passages.
The engine examines relationships among these elements and identifies issues such as unsupported conclusions, methodological ambiguity, incomplete reporting, logical inconsistency, reproducibility barriers or possible ethical concerns. The findings are then assembled according to the structure required by the selected prompt.
For example, /DAReview is intended to produce a broad analytical report. By contrast, /HCReview is designed to support the work of a human reviewer rather than conduct the entire evaluation independently. /PRR focuses on the possible reasons a manuscript could be rejected, while /DBReviewSim models distinct reviewer perspectives within a simulated editorial process.
Are Stable Review Prompts Reproducible?
Stable prompts are designed for procedural reproducibility, not necessarily word-for-word duplication. The same obligations, review criteria and reasoning pathways are invoked whenever a particular stable task is selected.
This rule-bound design limits the unpredictability associated with unrestricted generative AI. It also makes the resulting reports easier to compare, audit and incorporate into institutional workflows.
The operational and human-reference evaluation of xPeer is documented in an open benchmark dataset, accompanied by a version-pinned reproducibility record.
Stable Prompts Do Not Replace Human Judgment
A stable review prompt structures the simulation, but it does not transfer scientific or editorial responsibility to xPeer. Authors must verify suggested revisions, reviewers must assess the validity and importance of identified concerns, and editors must retain control over publication decisions.
This human-in-the-loop position is consistent with the principles of accountability and human oversight expressed in the UNESCO Recommendation on the Ethics of Artificial Intelligence and the publication-integrity guidance of the Committee on Publication Ethics.
Stable Review Prompts and the Future of Peer Review
Stable review prompts convert peer review simulation from an informal conversation into a defined scholarly workflow. They enable xPeer to provide different forms of scrutiny for different publication roles while maintaining a consistent analytical foundation.
Through xPeerd.com, users can select the review process that matches their immediate objective: improving a manuscript, supporting a reviewer, anticipating rejection, evaluating a conference submission or simulating independent peer-review reports.
Stable review prompts therefore form the operational link between the xPeer engine and practical academic peer review. They make structured manuscript evaluation accessible while preserving the central role of human expertise, accountability and final judgment.