Improving rouge for timeline summarization
Witryna7 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. WitrynaROUGE 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 …
Improving rouge for timeline summarization
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WitrynaImproving ROUGE for Timeline Summarization Sebastian Martschat and Katja Markert Department of Computational Linguistics Heidelberg University 69120 Heidelberg, Germany (martschat markert)@cl.uni-heidelberg.de Abstract Current evaluation … 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 … 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%! WitrynaSebastian Martschat's 10 research works with 262 citations and 287 reads, including: A Temporally Sensitive Submodularity Framework for Timeline Summarization
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...
Witryna27 mar 2024 · Formally, Timeline Summarization (TLS) can be defined as a subtask of Multi-Document Summarization (MDS) conceived to highlight the most important … simoniz original carnauba waxWitrynaand 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 … simoniz polishing compoundWitryna1 lip 2024 · Timeline generation emerges in this context as one possible solution for automatically producing summaries of news over time. Thanks to this, users can gain … simoniz platinum bucket with dirt trap 20-lWitrynaDownload 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 ... simoniz nitro wash and wax reviewWitrynaCurrent 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. simoniz original waxWitryna12 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, … simoniz platinum 3200 psi gas pressure washerWitryna1 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 … simoniz pink hand soap