Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2607.11276.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper presents AI Textbook Auditor, a multi-agent LLM pipeline that audits textbooks for factual accuracy, technical correctness, and grammar via two analysis tracks plus a judge agent, demonstrated on two Romanian upper-secondary textbooks yielding 56 and 72 findings respectively.

Concrete multi-agent QA architecture with domain adaptation, false-positive filtering via a judge agent, and reported precision numbers — useful pattern for building review pipelines that defer final decisions to humans.

Cited by

No citations on record.