Document Summarizer

The tool accepts document_text or file_input and applies a two-stage summarization process to produce concise briefs. It supports extractive sentence selection to preserve essential claims and abstractive rewriting for fluent, compact prose. Outputs can be tailored for different audiences and length needs. This enables researchers to quickly survey literature, students to prepare study briefs, and analysts to distill reports for stakeholders. The system handles various formats and preserves citations where present, enhancing traceability of summarized content. By design, it prioritizes factual fidelity and readability, and it can generate both paragraph-style summaries and bullet-point digests for easy ingestion. For domain-heavy documents, domain presets adjust terminology and emphasis to align with academic, business, or technical contexts, providing consistent terminology across summaries.