Extractive Summarization as Text MatchingDanqing WangMing ZhongPengfei LiuXipeng QiuXuanjing HuangYiran Chen
NLP摘要生成,复现Extractive Summarization as Text Matching 对ACL2020 论文 MatchSum的简单的复现,参考了原论文开源的一些代码实现,自定义了一些部分 最后在DailyMail数据集上进行测试,Rouge值44.42 模型的使用方法:在对应的目录下直接运行MatchSum文件,在Linux下执行python3 Match_sum.py Model.py中包含模型的实现,Datal...
The second system, called the Arabic Concept-Based Text Summarization System (ACBTSS), uses a set of words that reflect a certain concept as its input rather than a user’s query. The first two phases of the two systems are the same: selecting a document from the document collection that...
proposed Multi-document summarization systems that use a wide range of strategies, such as the centroid-based method, the graph-based method, etc., to evaluate various baseline combination methods, such as average score, average rank, borda count, median aggregation, etc. A unique weighted consens...
Extractive summarization aims to form a summary by directly extracting sentences from the source document. Existing works mostly formulate it as a sequence labeling problem by making individual sentence label predictions. This paper proposes DiffuSum, a novel paradigm for extractive summarization, by ...
A popular and state-of-the-art family of extractive summarization is to explore pre-trained language models through reinforcement learning (RL). Despite gaining promising results, existing RL-based methods suffer from three drawbacks. First, they often a
(GSG). This objective is specifically designed for the task of abstractive text summarization, as it involves the masking of whole sentences, rather than smaller text spans used in previous attempts. By doing so, it creates a “gap” in the input document, where the model is then trained ...
In paper [11], a semantic framework was used for single-document summarization. Table 1 gives the summary of the studies conducted in the Malayalam Language. Table 1. Malayalam Text summarization studies in the literature. This work experiments with different sentence encoding schemes such as ...