Why AI Gets Scientific Citations Wrong: A Verification System
Habr AI has published a walkthrough of a thesis project for verifying scientific citations. The prototype accepts PDF and DOCX files, extracts the reference list, checks DOIs, URLs and metadata against Crossref, OpenAlex and other databases, then assigns each entry a reliability status. The core idea is not just to catch broken links, but to separate real sources from convincingly formatted fabrications.
AI-processed from Habr AI; edited by Hamidun News
Habr AI has presented a system for automatically checking scientific sources. It detects bibliography errors produced by AI models: distorted DOIs, nonexistent authors and broken URLs.
Why do we need a neural network to check scientific citations?
As generative models spread, scientific texts increasingly contain distorted DOIs, mixed-up authors, broken URLs and references to works that do not exist at all.
What does an AI system for scientific citations check?
The system does not merely find the reference list in a document. It checks whether each reference actually exists and whether it can be trusted.
Can a neural network invent a source in a scientific paper?
Yes. As generative models spread, scientific texts increasingly contain distorted DOIs, mixed-up authors and references to works that do not exist at all.
How can you check whether AI made up a reference in a text?
The system described on Habr AI automatically checks every reference: whether it actually exists and whether it can be trusted.
What mistakes does AI make in scientific citations?
As generative models spread, scientific and quasi-scientific texts increasingly contain distorted DOIs, mixed-up authors, broken URLs and references to works that do not exist at all.
Key Questions Answered
Why do we need a neural network to check scientific citations?
As generative models spread, scientific texts increasingly contain distorted DOIs, mixed-up authors, broken URLs and references to works that do not exist at all.
What does an AI system for scientific citations check?
The system does not merely find the reference list in a document. It checks whether each reference actually exists and whether it can be trusted.
Can a neural network invent a source in a scientific paper?
Yes. As generative models spread, scientific texts increasingly contain distorted DOIs, mixed-up authors and references to works that do not exist at all.
How can you check whether AI made up a reference in a text?
The system described on Habr AI automatically checks every reference: whether it actually exists and whether it can be trusted.
Ship AI Faster with Founders, Engineers & Weekly Architecture Reviews
Inside Vibe Club (hamidun.com/club) — weekly live masterminds with Zhemal Khamidun, Tech Radar, full LMS access, and 370+ production Claude Code skills.
The AI world, distilled — once a week
Seven stories that actually mattered, hand-picked. No noise, no reposts, no press releases.
Done! Check your inbox for a confirmation.