Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2609.01813.

Pipeline notes

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

Introduces PROS, an interactive editor for scientific posters that addresses the 'articulation gap' by letting the system surface source-grounded candidate problems while users retain authority over which become repair goals. Includes PROS-Bench (120 papers, 320 PPTX posters) and reports VLM-rated diagnosis quality of 67.2/100 with 87.6% operator-verified target resolution.

Formalises the distinction between problem discovery and committed action in agentic editors, with a concrete benchmark and quantified evidence that the two can diverge.

Cited by

No citations on record.