Improving rouge for timeline summarization
Witryna1 paź 2024 · In it implements functionality for predicting timelines given a corpus and for evaluating timeline summaries against a gold standard. For evaluation, it makes use … WitrynaImproving ROUGE for Timeline Summarization no code yet • EACL 2024 Current evaluation metrics for timeline summarization either ignore the temporal aspect of …
Improving rouge for timeline summarization
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Witryna1 gru 2024 · The paper also proposes novel Rouge-based evaluation metrics customized for cross-lingual timeline summarization with a twofold aim: (i) quantifying the ability of the cross-lingual process... WitrynaIn it implements functionality for predicting timelines given a corpus and for evaluating timeline summaries against a gold standard. For evaluation, it makes use of a family of ROUGE variants as described in Martschat and Markert (2024). ... Improving ROUGE for Timeline Summarization. In Proceedings of the 15th Conference of the European ...
http://www.ccc.ipt.pt/~ricardo/ficheiros/Talk_TempWeb_2024_Apr.pdf WitrynaUnlike traditional document summarization, timeline summarization needs to model the time series information of the input events and summarize important events in chronological order. To tackle this challenge, in this article we propose our Unified Timeline Summarizer, which can generate abstractive and extractive timeline …
Witryna1 gru 2024 · The paper also proposes novel Rouge-based evaluation metrics customized for cross-lingual timeline summarization with a twofold aim: (i) quantifying the ability … Witryna7 kwi 2024 · As illustrated in Fig. 3, The paper uses the ROUGE score to measure the quality of generated summaries. It also shows that the results of both 504 and 384 compression sizes are competitive. The latter shows only a 4.5% drop in terms of R-1 score while reducing the decoder size by 60%!
Witryna12 cze 2024 · Text summarization namely, automatically generating a short summary of a given document, is a difficult task in natural language processing. Nowadays, deep learning as a new technique has gradually been deployed for text summarization, but there is still a lack of large-scale high quality datasets for this technique. In this paper, …
WitrynaWe introduce variants of ROUGE that allow alignment of daily summaries via temporal distance or semantic similarity. We argue for the suitability of these variants in a … phl17 app for fire tvWitrynaand ROUGE scores, signi cantly improving ROUGE-2 F1 score by 9 5% 17 7% and reducing generation time by two orders of magnitude. (3) To our best knowledge, WILSON is the rst work to in-clude an evaluation by professional journalists in news timeline summarization. Through manually comparing the machine-generated news … ph kwas octowyWitrynaExperimented on two widely used timeline summarization benchmark datasets, timeline17 and crisis, empirical evaluation shows that WILSON outperforms state-of-the-art approaches in both speed and ROUGE scores, significantly improving ROUGE-2 F1 scores by 9.5%∼17.7% and reducing generation time by two orders of magnitude. tss oxWitrynaFormally, Timeline Summarization (TLS) can be defined as a subtask of Multi-Document Summarization (MDS) conceived to highlight the most important information during the development of a story over time by summarizing long-lasting events in a timely ordered fashion. ... Martschat, S., Markert, K.: Improving {ROUGE} for … tss oxford websiteWitrynaNouveau-ROUGE [Conroy et al., 2011] is a method based on ROUGE metrics to evaluate update summaries. The idea is to calculate ROUGE score between an original summary and an update one, then a... tssp beckley wvWitryna13 lis 2015 · Abstract. This paper focuses on the problem of news event timeline summary in Multi-Document Summarization, which aims to summarize multi-news regarding the same event in timeline. The majority of the traditional solutions to this problem consider the text surface features and topic-related features, such as the … tss parentWitryna7 kwi 2024 · Improving ROUGE for Timeline Summarization Sebastian Martschat Katja Markert. Current evaluation metrics for timeline summarization either ignore the temporal aspect of the task or require strict date matching. We introduce variants of ROUGE that allow alignment of daily summaries via temporal distance or semantic … phl17 live stream mummers parade