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#extractive-summarization

Single Document Extractive Summarization using Domination in Hypergraph

arXiv cs.CL · 4d ago Cached

This paper proposes a novel method for extractive text summarization using hypergraph domination, comparing its performance with existing graph-based approaches.

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A Hybrid Hierarchical 1D-CNN-BiLSTM Framework for Extractive Summarization of Biomedical and Clinical Text

arXiv cs.CL · 5d ago Cached

The paper introduces a hybrid hierarchical 1D-CNN-BiLSTM framework for extractive summarization of biomedical and clinical text, designed to preserve factuality by selecting sentences directly from source documents rather than generating new text.

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LaMSUM: Amplifying Voices Against Harassment through LLM Guided Extractive Summarization of User Incident Reports

arXiv cs.CL · 2026-04-20 Cached

LaMSUM is a novel multi-level framework using LLMs to generate extractive summaries of large collections of harassment incident reports from citizen reporting platforms. The approach outperforms state-of-the-art extractive summarization methods and addresses challenges like limited LLM context windows and code-mixed language processing.

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