PosterMELD: Multi-Agent Paper-to-Poster Generation for Controllable Design Diversity with Editable Print-Ready Outputs
PosterMELD reports an 81.3% print-ready rate across 621 papers, while keeping outputs editable as PPTX files.
The paper describes a template-conditioned multi-agent pipeline that turns scientific papers into posters using capacity-aware slots before rendering. Deterministic checks and VLM review send failed cases into bounded repair, rather than scoring only successful completions. Accepted requests export both PPTX and PNG, with explicit controls for generating design variants from the same paper. The authors report higher print-ready and conditional CHE scores than compared generated methods, at a mean cost of $0.38 per request. HF Daily Papers' note
The paper describes a template-conditioned multi-agent pipeline that turns scientific papers into posters using capacity-aware slots before rendering. Deterministic checks and VLM review send failed cases into bounded repair, rather than scoring only successful completions. Accepted requests export both PPTX and PNG, with explicit controls for generating design variants from the same paper. The authors report higher print-ready and conditional CHE scores than compared generated methods, at a mean cost of $0.38 per request. HF Daily Papers' note
score 4