Mentor every student's writing, at scale.
PaperMentor is an academic agent that reviews papers, checks citations, and returns structured, rubric-aligned feedback — so every student gets thoughtful guidance, and faculty get their time back.
The proposed method improves accuracy by 12% over prior work, demonstrating clear superiority across all benchmarks.
We evaluate on three datasets and report mean F1 across five seeds…
Illustrative preview — feedback depth and timing vary by paper and rubric.
A teaching assistant for academic writing
PaperMentor reads like a careful reviewer and explains like a mentor — at a scale no teaching team can staff.
Structured paper review
Assess structure, clarity, methodology, and argument against your rubric — with specific, line-level suggestions a student can act on.
Citation & integrity checks
Verify references, flag incomplete or missing citations, and surface claims the paper does not actually support.
Scales to every student
Deploy department-wide and review thousands of drafts concurrently — every student gets feedback in minutes, not weeks.
Faculty in control
Set the rubric, keep oversight, and stay in the loop. PaperMentor assists learning with feedback — it never grades for you.
From draft to better writing in minutes
Drop it into the workflow students already use. No new accounts, no extra grading load.
Submit a draft
Students upload a paper through your LMS or a simple web link — no new accounts to manage.
PaperMentor reviews
It checks structure, citations, and claims against your rubric and returns specific, actionable feedback in minutes.
Students improve
Each student revises with concrete guidance before the deadline — and faculty get their time back.
Designed with educators, for learning
PaperMentor exists to give every student the kind of detailed, timely feedback that usually only a handful receive — while keeping faculty in control and academic integrity intact.
Pedagogy first
Feedback that teaches. Every comment explains the why and points to a concrete next step.
Academic integrity
Citation-aware and transparent. PaperMentor flags issues — it never ghost-writes a paper.
Privacy-conscious
Student work stays the institution's. We don't train on your submissions.
Faculty-aligned
Your rubric, your oversight. Instructors stay in the loop on every review.
Bring PaperMentor to your department
Tell us about your courses and we'll set up a pilot for your students.