Edited README.md

Author: pedrocurvo

README.md

@@ -29,7 +29,6 @@ A key scalability challenge in neural solvers for industrial-scale physics simul
 
 ## Repository Layout
 - `Neural-Solver-Library-MSPT/`: codebase for training/evaluation (models, scripts, configs)
-- `paper/`: paper source, figures, and reproducibility material
 - `docs/`: project website source (GitHub Pages)
 
 ## Models
@@ -89,8 +88,7 @@ Available StandardBench datasets:
 
 ## Notes
 - Main training and evaluation pipeline lives in `Neural-Solver-Library-MSPT/`.
-- The website in `docs/` is aligned with figures and results from `paper/`.
-- For paper figure fidelity (TikZ/overpic overlays), render through LaTeX in `paper/`.
+- The website in `docs/` is aligned with project figures and benchmark results.
 
 ## Citation
 ```bibtex