Scientific article summarizers work best with structured research papers following standard academic formats like IMRAD (Introduction, Methods, Results, and Discussion). While they handle most disciplines effectively, papers with heavy mathematical content, complex diagrams, or non-standard formats may require additional manual review. The tools are particularly effective for meta-analyses, literature reviews, and empirical studies in natural sciences and social sciences.