[PDF] Top 20 A Summarization System for Scientific Documents

... novel system providing sum- maries for Computer Science ...tific documents. Based on these findings, we built a system that retrieves and summarizes scientific documents for a given ... See full document

... Since scientific articles typically follow a certain discourse structure describing the prior work, problem being solved, methods used, and so forth, it could also be useful for summarization of these ... See full document

... There are many other means to get information rather than traditional media. Internet documents play the vital role here. Everything became computerized, and even the day to- day’s news. News that is provided in ... See full document

... to summarization but different in the degree of their discriminative ...to summarization, while the summary generated by dTM-Dirichlet still contains some general information about topic models in sentence ... See full document

... We propose a system that improves perfor- mance on single document summarization task using the CNN/DailyMail and News- room datasets. It follows the popular encoder- decoder paradigm, but with an extra ... See full document

... of documents is defined as the problem of selecting a small subset of sentences so that the con- tents and meaning of the original docu- ment set are preserved in the best possi- ble ... See full document

... Based on the described evaluation method we con- ducted a number of experiments to evaluate dif- ferent summaries of a given length. In particular, we use a gold standard and a random summary to determine how good a ... See full document

... Although our framework is general enough to cover any image type, as well as other modalities (e.g., audio, video), since image understanding re- search has not yet developed tools capable of ex- tracting semantic ... See full document

... We evaluate the extraction quality of our system (FL) against 7 different baselines. In the first base- line, the sentences are selected randomly from the set of citation sentences and added to the sum- mary. The ... See full document

... our system rather than its own performance and, consequently, decided to evaluate the WSD by comparing the output of the summarization system with and without ... See full document

... multi-document summarization has been extractive, and in our observation, scientific articles contain the type of information that we would want in a sum- mary, we follow this ...abstractive ... See full document

... rization system for the task of cross-lingual sum- marization, taking advantage of an abstractive sys- tem’s ability to delete difficult to translate phrases and generate new text to use ...no summarization ... See full document

... the scientific argument in a document (Teufel and Moens, ...analyze scientific texts in various disci- plines – including computational linguistics (Teufel and Moens, 2002), law, (Hachey and Grover, 2006), ... See full document

... Text Summarization Systems (Abdi et ...the system may be an abstractive or extractive ...extractive summarization includes a set of significant sentences that are determined using statistical and ... See full document

... The paper (Conroy et al., 2013) investigated the per- formance of a variety of vector space models to- gether with a variety of algebraic dimensionality reduction techniques (LSA, LDA, and NNMF) to summarize ... See full document

... large-scale summarization datasets consist of relatively short ...neural summarization models have focused on summarizing sentences and short ...abstractive summarization of longer documents. ... See full document

... long documents, by incorporating the local context within each topic, along with the global context of the whole ...abstractive summarization on two large scientific paper datasets, which contain ... See full document

... determines the focus of the summary generated for a set of related scientific articles. This behaviour is different from some other non-interactive summa- rization systems that might appear as a black box and ... See full document

... text summarization approaches have been mostly based on metrics that measure similarities of system generated summaries with a set of human written gold-standard ...in summarization evaluation has ... See full document

... text(s).Multi-document summarization creates information reports that are both concise and ...source documents, comprehensive multi-document summary should itself contain the required information, hence ... See full document