Improving rouge for timeline summarization
WitrynaNouveau-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... Witryna11 lip 2024 · Timeline summarization (TLS) generates an overview of long-running events through dated daily summaries for the most important dates. It is a key …
Improving rouge for timeline summarization
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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, … 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 …
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 … 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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Witryna1 kwi 2024 · 1 April 2024 Computer Science, Psychology Current evaluation metrics for timeline summarization either ignore the temporal aspect of the task or require strict …
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 … shannon hall wriWitryna7 godz. temu · Police are in Philadelphia are investigating a bizarre theft which saw a million dimes- worth $100,000- stolen from the back of a truck left in a Walmart parking lot overnight on Thursday. shannon hall of fame speechWitrynaIn 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 ... shannon hall teacherWitryna1 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... shannon hamelWitrynaWe 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 … shannon hallstrom state farmWitrynaTimeline summarization aims at presenting long news stories in a compact manner. State-of-the-art approaches first select the most relevant dates from the original event … shannon halpernWitrynaROUGE score. While these methods are primarily supervised,Laban et al.(2024) proposed an unsu-pervised method that accounts for fluency, brevity, and coverage in generated summaries using multi-ple RL-based rewards. The majority of these works are focused on document summarization with con-ventional non-semantics rewards … shannon hames hull and chandler