[PDF] Top 20 Timeline Generation through Evolutionary Trans Temporal Summarization

... • ETTS under our proposed framework outper- forms baselines, indicating that the properties we use for timeline generation are beneficial. We also add a direct comparison between ETTS and ETS (Yan et al., ... See full document

... 2.4 Other Microblog Mining Tasks The emergence of microblogs has engendered researches on many other mining tasks, including topic modeling [27], storyline generation [28] and event exploration [25]. Most of these ... See full document

... 2.3 Evolutionary timeline summarization: a balanced optimization framework via iterative substitution Classic news summarization plays an important role with the exponential document growth on ... See full document

... timelime summarization is firstly proposed by Allan et ...the evolutionary character- istics of ...multi-document summarization (MDS) to timeline generation by projecting sen- tences ... See full document

... graph-based summarization technique where sentences recommend sentences and more similar sentences are considered important which will be the ...the timeline generation module is a topic evolution ... See full document

... Wang et al. (2016) tackle only the task of gener- ating daily summaries without date selection using a supervised framework, greedily optimizing per- day predicted ROUGE scores, using images and text. In contrast, ... See full document

... of timeline summarization, the Chieu and Lee (2004) system ranks sentences according to “burstiness” and “interestingness” estimated by a likelihood ratio ... See full document

... record summarization like, filtering in addition to tweet ...to summarization is utilized for summarization of tweet ...document summarization strategies aren't compelling for large size ... See full document

... Tweet summarization, in this way, requires functionalities which altogether vary from traditional ...tweet summarization needs to think about the temporal feature of the arriving ...tweet ... See full document

... tweet summarization has to take into consideration the temporal feature of the arriving ...tweet summarization system using an illustrative example of a usage of such a ...tweet summarization ... See full document

... raw form, while being informative, can also be overwhelming. For instance, search for a hot topic in Twitter may yield millions of tweets, spanning weeks. Even if filtering is allowed, plowing through so many ... See full document

... event summarization to represent information in live ...event summarization. The key components used for summarization are Participant Detection, Sub-event Detection and Summary Tweet ...a ... See full document

... draft dvi An Evaluation Corpus For Temporal Summarization Vikash Khandelwal, Rahul Gupta, and James Allan Center for Intelligent Information Retrieval Department of Computer Science University of Mass[.] ... See full document

... The unfolding of history is intimately tied to the need for food, the production of food, and the culture of food. The quest for spices and exotic foodstuffs led to the European discovery of the New World which later and ... See full document

... the timeline of a historical phenomenon such that the vertical or time dimension captures order of events that happened over a period, while the horizontal or entity dimension represents enti- ties involved in ... See full document

... and temporal expressions in free-form ...of temporal expressions and the creation of links between events and temporal ...connected timeline for a text based on TimeML annotations; a ... See full document

... lingual ASSUM, which has no parallel data for training. We use monolingual ASSUM which has large-scale training resources as the teacher, and set the cross-lingual ASSUM as the student. Two properties of the teacher are ... See full document

... for timeline summarization is to generate a concise, yet complete storyline from large collections of news ...extractive timeline generation are limited in two ways: first, most prior work ... See full document

... The following figure shows designed of framework called TCSF [Tweet clustering and summarisation framework] framework. In this framework there are three modules clustering, summarisation and timeline ... See full document

... Now the answer that most presentists give to this question (‘what entity can constitute a past-tensed proposition that refers to a non-existent, merely past entity?’) is ‘none’, or else they try to provide some presently ... See full document