Improving rouge for timeline summarization
Witryna18 mar 2024 · In order to determine the readability and usefulness of the timeline, we conduct an online crowd-sourced survey. 93% survey participants found it to be effective in summarizing historical timeline of facts. We also show that our method is generic by evaluating it against a COVID-19 news related dataset which is not a historical text … WitrynaExperimented 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.
Improving rouge for timeline summarization
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Witryna1 sty 2024 · The paper also proposes novel Rouge-based evaluation metrics customized for cross-lingual timeline summarization with a twofold aim: (i) quantifying the ability … Witryna13 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 …
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 … Witryna26 sty 2024 · by Kavita Ganesan. ROUGE stands for Recall-Oriented Understudy for Gisting Evaluation. It is essentially a set of metrics for evaluating automatic summarization of texts as well as machine translations. It works by comparing an automatically produced summary or translation against a set of reference summaries …
WitrynaCurrent 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 similarity.We argue for the suitability of these variants in a theoretical analysis and demonstrate it in a battery … WitrynaA Temporally Sensitive Submodularity Framework for Timeline Summarization. 1 code implementation • CONLL 2024 • Sebastian Martschat , Katja Markert. Timeline summarization (TLS) creates an overview of long-running events via dated daily summaries for the most important dates. ... Improving ROUGE for Timeline …
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http://www.ccc.ipt.pt/~ricardo/ficheiros/Talk_TempWeb_2024_Apr.pdf phosphazenes propertiesWitryna12 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, … how does a steroid injection help back painWitrynaDownload Table TAC 2008: Nouveau-ROUGE α-parameters. from publication: Nouveau-ROUGE: A novelty metric for update summarization An update summary should provide a fluent summarization of new ... phosphene causeWitrynaIn 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 ... phosphea jobsWitryna1 sty 2024 · Improving rouge for timeline summarization. In Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: … how does a stick shift workWitrynaWe introduce variants of ROUGE that allow alignment of daily summaries via temporal distance Current evaluation metrics for timeline summarization either ignore the … how does a stillbirth happenWitrynaWe 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 … phosphene inc