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Quantifying the Limits and Success of Extractive Summarization Systems Across Domains
2010
North American Chapter of the Association for Computational Linguistics
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Our results introduce a new way to judge the success of automatic summarization systems and bring quantified explanations to questions such as why it was so hard for the systems to date to have a statistically ...
We then use this pdf to calculate the percentile rank of extractive summarization systems. ...
The work of the fourth and fifth authors has been supported by an FPI grant (BES-2007-16268) from the Spanish Ministry of Science and Innovation, under the project TEXT-MESS (TIN2006-15265-C06-01) funded ...
dblp:conf/naacl/CeylanMOLP10
fatcat:glogk2wzxrgqbd7aq6akkindqm
Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies
[article]
2020
arXiv
pre-print
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We analyze the extraction strategies used in NEWSROOM summaries against other datasets to quantify the diversity and difficulty of our new data, and train existing methods on the data to evaluate its utility ...
Extracted from search and social media metadata between 1998 and 2017, these high-quality summaries demonstrate high diversity of summarization styles. ...
Acknowledgements This work is funded by Oath as part of the Connected Experiences Laboratory and by a Google Research Award. We thank the anonymous reviewers for their feedback. ...
arXiv:1804.11283v2
fatcat:d6egjf6axvax7pr6ku6mzma6we
Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies
2018
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers)
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We analyze the extraction strategies used in NEWSROOM summaries against other datasets to quantify the diversity and difficulty of our new data, and train existing methods on the data to evaluate its utility ...
Extracted from search and social media metadata between 1998 and 2017, these high-quality summaries demonstrate high diversity of summarization styles. ...
Acknowledgements This work is funded by Oath as part of the Connected Experiences Laboratory and by a Google Research Award. We thank the anonymous reviewers for their feedback. ...
doi:10.18653/v1/n18-1065
dblp:conf/naacl/GruskyNA18
fatcat:xx2jqc62tjfufecbjrbpheoipi
A Statistical Approach to perform Web Based Summarization
2012
IOSR Journal of Computer Engineering
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Sentences are ranked and extracted based on their semantic relationships significance values. The objective of this research is thus to propose a statistical approach to text summarization. ...
Over the past decade more and more users of the Internet rely on the search engines to help them find the information they need. ...
Non-extractive summarization includes dynamic reformulation of the extracted content, involving a deeper understanding of the input text, and is therefore limited to small domains while generic summaries ...
doi:10.9790/0661-0160103
fatcat:g7vdz4wuyjgdfdfhznzf5nicba
MMDF2018 Workshop Report
[article]
2018
arXiv
pre-print
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Driven by the recent advances in smart, miniaturized, and mass produced sensors, networked systems, and high-speed data communication and computing, the ability to collect and process larger volumes of ...
practitioners across a wide variety of disciplines must still follow a trial-and-error process to identify the optimum procedure for each individual application and data sources. ...
Kramer), and College of Engineering (and the Dean of Engineering, Professor Nadine Aubry) for providing invaluable support with funds, organization, and logistics. ...
arXiv:1808.10721v1
fatcat:w4pmt5vqgvcn7nltkisitjpyam
Data-driven filtration and segmentation of mesoscale neural dynamics
[article]
2021
bioRxiv
pre-print
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Video recordings of cerebral function comes with challenges, including optical and movement-associated vessel artifacts, and limited references for time series extraction. ...
Here we present a data-driven workflow that isolates artifacts from calcium activity patterns, and segments independent functional units across the cortical surface. ...
In the right panel, the percent signal relative to the domain map percent signal was summarized in a box plot. d) Variation between time courses extracted with each map method was then quantified as a ...
doi:10.1101/2020.12.30.424865
fatcat:47ciujjfnnasrgmbzkhjvsjuty
A Brief Review on Blind Image Quality Evaluation Methods
2017
International Journal of Computer Applications
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The human eyes extract structural information from the viewing field, so the human visual system is highly adapted for this purpose. ...
It concerned with how image is perceived by a viewer and gives his or her opinion on a particular image and judge quality of the multimedia content. ...
It extract image quality-related statistical features in both the spatial and frequency domains. ...
doi:10.5120/ijca2017913550
fatcat:tw4gejh74neipm25ws6s4vqk4a
Multi-Document Information Consolidation (Dagstuhl Seminar 19182)
2019
Dagstuhl Reports
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This report documents the program and the outcomes of Dagstuhl Seminar 19182 "Multi-Document Information Consolidation". ...
At this 5-day Dagstuhl seminar, an interdisciplinary collection of leading researchers discussed and develop research ideas to address multi-documents in machine learning and NLP systems. ...
The knowledge extraction is done by our Web-based open-domain QA system WISDOM X, which provides answers to given questions using the 4-billion Web pages and has been publicly available since 2015 (https ...
doi:10.4230/dagrep.9.4.124
dblp:journals/dagstuhl-reports/DaganGRS19
fatcat:lej5rn6i4vhphjun6hw4uj4sra
Human Factors Research for Space Exploration: Measurement, Modeling, and Mitigation
2010
Proceedings of the Human Factors and Ergonomics Society Annual Meeting
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When successful, we decrease risks to crew safety and to mission success. When extremely successful (or lucky), we devise generalizable solutions that advance the state of our practice. ...
Further, we strive to extract the overarching core HF issues from the point-designspecific concerns that capture the operators' (and managers') attention. ...
When successful, we decrease risks to crew safety and to mission success. When extremely successful (or lucky), we devise generalizable solutions that advance the state of our practice. ...
doi:10.1177/154193121005400130
fatcat:v4z2a5qacfcfzdsicxcq4aybte
Modern Multi-Document Text Summarization Techniques
2020
International journal of recent technology and engineering
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This paper in its entirety condenses and interprets the numerous approaches, merits and limitations of these techniques. ...
The Benchmark datasets of this domain and their features have also been examined. ...
The system is successful in tackling the main issue of redundant information in multidocument summarization to a great extent and outperforms all the other existent systems. ...
doi:10.35940/ijrte.a1945.059120
fatcat:evc3i323wjhlxkavul3clysaha
Seek for Success: A Visualization Approach for Understanding the Dynamics of Academic Careers
[article]
2021
arXiv
pre-print
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domain called the Science of Science (i.e., SciSci). ...
We propose ACSeeker, an interactive visual analytics approach to explore the potential factors of success and how the influence of multiple factors changes at different stages of academic careers. ...
We use their career, domain, and sector sequences as social factors. It allows us to quantify how a researcher's collaborators can influence his career success. ...
arXiv:2108.03381v2
fatcat:35vlbzsmfvgupctfrledshdice
Quantifying Cognitive Workload Using a Non-Contact Magnetocardiography (MCG) Wearable Sensor
2022
Sensors
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deviation of RR intervals (SDRR); root mean square of successive differences between heartbeats (RMSSD); and mean values of adjacent R-peaks in the cardiac signals (MeanRR). ...
However, there is currently no technology available that can readily and reliably quantify the cognitive workload of an individual in a real-world environment at a seamless way and affordable price. ...
HRV quantifies the variation in the time interval between consecutive heartbeats and correlates to activities of both the autonomic nervous system (ANS) and the cardiovascular system [18, 19] . ...
doi:10.3390/s22239115
pmid:36501816
pmcid:PMC9735863
fatcat:zfggkdbn3zac3gzaj2ezts4xry
Fine Tuning Transformer Based BERT Model for Generating the Automatic Book Summary
2022
International Journal on Recent and Innovation Trends in Computing and Communication
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Major text summarization research is mainly focusing on summarizing short documents and very few works is witnessed for long document summarization. ...
Additionally, extractive summarization is more addressed as compared with abstractive summarization. ...
of model is quantified with evaluation metric. ...
doi:10.17762/ijritcc.v10i1s.5902
fatcat:e4syrlusdbakll4ilnrn62t23e
The Requirement of Genetic Diagnostic Technologies for Environmental Surveillance of Antimicrobial Resistance
2021
Sensors
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While the primary cost of AMR is paid in the healthcare domain, the agricultural and environmental domains are also reservoirs of resistant microorganisms and hence perpetual sources of AMR infections ...
In this feature, we discuss the limitations of currently available AMR sensing technologies used in the clinic for sensing in other environments, and what is required to overcome these limitations. ...
We are not aware of any quantitative DNA detection method that has a limit of detection and range to match the levels of ARGs across all environments. ...
doi:10.3390/s21196625
pmid:34640944
fatcat:qurx5yrkebakrjqsdhcwuqfuz4
A hybrid system for distortion classification and image quality evaluation
2012
Signal processing. Image communication
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Numerous Image Quality Measures (IQMs) have been proposed in the literature with different degrees of success. ...
The proposed system is developed to cover a very large set of possible degradations commonly found in practical applications. ...
Acknowledgments The authors wish to thank l'Université Paris 13, France, and King Fahd University of Petroleum & Minerals, Saudi Arabia, for supporting the work presented in this paper. ...
doi:10.1016/j.image.2012.06.001
fatcat:sdxsnvsbivhbte7lwbzty6eena
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