document summarization
Subtopic driven Multi Document Summarization
... multi-document summarization, a set of documents to be summarized is assumed to be on the same topic, known as the under- lying topic in this ...a document set can also be viewed as a collection of ...
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Hierarchical Transformers for Multi Document Summarization
... (i.e., document clusters paired with multiple reference summaries written by hu- mans) have been produced for the Document Un- derstanding and Text Analysis Conferences (DUC and TAC), but are relatively ...
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A Study on Position Information in Document Summarization
... in document summarization, especially in generic ...a document, based on a sentence position hypothesis that the importance of a sentence decreases with its distance from the beginning of the ...
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Study on Multi Document Summarization by Machine Learning Technique for Clustered Documents
... multi-document summarization is growing rapidly as well. Multi-document summarization summarizes information from multiple documents which share similar ...Multi-document ...
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A Class of Submodular Functions for Document Summarization
... for summarization (Carbonell and Goldstein, 1998; Filatova and Hatzivassiloglou, 2004; Takamura and Okumura, 2009; Riedhammer et ...if summarization algorithms are repeatedly de- veloped that, by chance, ...
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System Combination for Multi document Summarization
... We present a novel framework of system combination for multi-document summarization. For each input set (input), we generate candidate summaries by combining whole sentences from the summaries generated by ...
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Hierarchical Summarization: Scaling Up Multi Document Summarization
... large document collec- tions on a complex ...multi-document summarization (MDS) can handle 10-15 documents and create a short flat summary, but are insufficient for large-scale ...large-scale ...
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Automatic Vector Space Based Document Summarization Using Bigrams
... Automatic document summarization is a hot and important research area related with computer science and ...of summarization approaches depending on what the summarization method focuses on to ...
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Towards Coherent Multi Document Summarization
... The goal of multi-document summarization (MDS) is to produce high quality summaries of collections of related documents. Most previous work in ex- tractive MDS has studied the problems of sentence selection ...
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Collaborative Summarization: When Collaborative Filtering Meets Document Summarization
... single document for a given user, which has a nature application ...multi-document summarization can also benefit from our method with little ...Collaborative Summarization, seamlessly ...
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A New Approach to Automatic Document Summarization
... To overcome this independence defect, (Conroy and O’leary, 2001) pioneered in deeming this prob- lem as a sequence labeling problem. The authors used HMM, which has fewer independent assump- tions. However, HMM can not ...
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Semantic Graphs Derived From Triplets pplicwith Aation in Document Summarization
... the document: co-reference and anaphora resolution of named entities and semantic normalization of ...automatic document summarization process starting from the semantic representation of the ...the ...
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Automatic Text Document Summarization
... Text summarization techniques can also be classified on the basis of volume of text documents available in the text ...Single-document summarization can only distill one document into a ...
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An Unsupervised Multi Document Summarization Framework Based on Neural Document Model
... neural document model into multi-document summarization task and pro- posed a document-level reconstruction framework named ...neural document model and take the reconstruction error as ...
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Priberam Compressive Summarization Corpus: A New Multi Document Summarization Corpus for European Portuguese
... Compressive Summarization Corpus, a new multi-document summarization corpus for European ...the summarization corpora for English in recent DUC and TAC ...compressive summarization ...
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Attention Optimization for Abstractive Document Summarization
... Abstractive document summarization (Rush et ...the document, as- pects of which may not appear as parts of the original input ...abstractive summarization is the sequence-to- sequence model ...
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Information Retrieval and Context Based Document Summarization Using Vector Space Model
... Extractive summarization and abstractive ...Extractive summarization usually ranks the sentences in the documents according to their scores calculated by a set of predefined features, such as term frequency ...
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Towards Multi Document Summarization of Scientific Articles:Making Interesting Comparisons with SciSumm
... the document collection is a list of papers cited together within the same source arti- cle, otherwise known as a ...multi-document summarization system for this summarization ...
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On Strategies of Human Multi Document Summarization
... Multi-document Summarization (MDS) appears to be a useful Natural Language Processing (NLP) application to promote quick access to large quantities of information, since it produces a unique summary from a ...
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Multi Document Summarization of Evaluative Text
... in summarization, we chose to develop our own sentence extractor as a first attempt at summarizing evaluative argu- ...multi- document summarization, to suit our ...on document position and a ...
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