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DART: Open-Domain Structured Data Record to Text Generation [article]

Linyong Nan, Dragomir Radev, Rui Zhang, Amrit Rau, Abhinand Sivaprasad, Chiachun Hsieh, Xiangru Tang, Aadit Vyas, Neha Verma, Pranav Krishna, Yangxiaokang Liu, Nadia Irwanto (+12 others)
2021 arXiv   pre-print
We present DART, an open domain structured DAta Record to Text generation dataset with over 82k instances (DARTs).  ...  We present systematic evaluation on DART as well as new state-of-the-art results on WebNLG 2017 to show that DART (1) poses new challenges to existing data-to-text datasets and (2) facilitates out-of-domain  ...  Acknowledgement The authors would like to thank the anonymous reviewers for their discussion and feedback.  ... 
arXiv:2007.02871v2 fatcat:rm7gnmsih5fure5g53lv7bvtim

DART: Open-Domain Structured Data Record to Text Generation

Linyong Nan, Dragomir Radev, Rui Zhang, Amrit Rau, Abhinand Sivaprasad, Chiachun Hsieh, Xiangru Tang, Aadit Vyas, Neha Verma, Pranav Krishna, Yangxiaokang Liu, Nadia Irwanto (+12 others)
2021 Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies   unpublished
We present DART, an open domain structured DAta-Record-to-Text generation dataset with over 82k instances (DARTs).  ...  We present systematic evaluation on DART as well as new state-of-the-art results on WebNLG 2017 to show that DART (1) poses new challenges to existing data-to-text datasets and (2) facilitates out-of-domain  ...  Acknowledgement The authors would like to thank the anonymous reviewers for their discussion and feedback.  ... 
doi:10.18653/v1/2021.naacl-main.37 fatcat:uyfrldlpnjgs7m5qh7uibwaupu

DART

Blair MacIntyre, Maribeth Gandy, Steven Dow, Jay David Bolter
2004 Proceedings of the 17th annual ACM symposium on User interface software and technology - UIST '04  
Designers can capture and replay synchronized video and sensor data, allowing them to work off-site and to test specific parts of their experience more effectively.  ...  Most of DART is implemented in an interpreted scripting language, and can be modified by designers to suit their needs.  ...  (a) Working with recorded data (b) An animatic ghost Figure 8 : (a) A TA for our AR Design class, working with DART in the comfort of a lounge outside our lab.  ... 
doi:10.1145/1029632.1029669 dblp:conf/uist/MacIntyreGDB04 fatcat:mn5qe6uq2nc6pb6oqgkrmcf5je

A Reliability Budget analysis of CESM‐DART

Jonathan Eliashiv, Aneesh C. Subramanian, Arthur J. Miller
2019 Journal of Advances in Modeling Earth Systems  
System Model using the Data Assimilation Research Testbed (CESM-DART).  ...  In areas with sufficient observations, the mean bias in zonal wind was generally very low compared to the spread due to ensemble variance, which did not exhibit patterns associated with Northern Hemisphere  ...  CESM-DART The DART system is an open-source community developed software used to implement the EAKF data assimilation technique into different models (Anderson et al., 2009) .  ... 
doi:10.1029/2019ms001678 fatcat:tjst46qhevdytgxq4m757g727y

From earthquake size to far-field tsunami amplitude: development of a simple formula and application to DART buoy data

Emile A. Okal, Dominique Reymond, Hélène Hébert
2013 Geophysical Journal International  
We use a data set of 116 tsunami amplitudes recorded at 51 past and present DART buoys following 21 tsunamigenic events to compare the estimates predicted by our algorithm to the amplitudes actually recorded  ...  Finally, and after an allowance is made for the effect of receiver bathymetry using Green's law, the effect of irregular bathymetry is found to be generally defocusing, and can be modelled as a linear  ...  Each path has been colour-coded according to the value of the residual Res DART . Buoys whose records are discussed in the text are identified by their NOAA numbers.  ... 
doi:10.1093/gji/ggt328 fatcat:f6fevtndxzegzfoh7cs2rkvtze

The DART classification of unannotated transcription within the ENCODE regions: Associating transcription with known and novel loci

J. S. Rozowsky, D. Newburger, F. Sayward, J. Wu, G. Jordan, J. O. Korbel, U. Nagalakshmi, J. Yang, D. Zheng, R. Guigo, T. R. Gingeras, S. Weissman (+3 others)
2007 Genome Research  
ENCODE regions: Associating transcription with known and novel The DART classification of unannotated transcription within the Material Supplemental http://genome.cshlp.org/content/suppl/2007/05/21/17.6.732  ...  Acknowledgments We thank The ENCODE Project Consortium for making their data publicly available, specifically to the Genes and Transcripts, Transcription Regulation and Multiple Sequence Alignment groups  ...  for providing data.  ... 
doi:10.1101/gr.5696007 pmid:17567993 pmcid:PMC1891334 fatcat:vebx4vo3xva5jbkzeurwjdzjmy

Neuronal and Cardiovascular Potassium Channels as Therapeutic Drug Targets

Edward S. A. Humphries, Caroline Dart
2015 Journal of Biomolecular Screening  
The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.  ...  Here, in silico modeling and advances in structural biology techniques to crystallize channel proteins within lipid matrices to mimic in vivo open and closed states should generate important data.  ...  These share a similar structure to the voltage-gated K + channels but possess an extra transmembrane domain, named S0, involved in regulation by β subunits.  ... 
doi:10.1177/1087057115601677 pmid:26303307 pmcid:PMC4576507 fatcat:5i6cevbzo5axxilvnggwxqmi4q

Accelerating Network Traffic Analytics Using Query-Driven Visualization

E. Bethel, Scott Campbell, Eli Dart, Kurt Stockinger, Kesheng Wu
2006 2006 IEEE Symposium On Visual Analytics And Technology  
Our approach is sufficiently general to be applied to a diverse set of data understanding problems as well as used in conjunction with a diverse set of analysis and visualization tools.  ...  We present an application of such a combination in the problem domain of network traffic data analysis.  ...  The authors wish to acknowledge the contributions by Steven A.  ... 
doi:10.1109/vast.2006.261437 dblp:conf/ieeevast/BethelCDSW06 fatcat:mzmwloxw7jbrjk6grssmqhkx7m

DART [chapter]

Eddie Al-Shakarchi, Ian Taylor
Intelligent Music Information Systems  
Within Triana, a large suite of Java tools exist in a range of domains including signal, image and text processing.  ...  Each channel can have its own particular audio format of the data e.g. the encoding, such as MU_LAW, PCM and number of bits used to record the data.  ... 
doi:10.4018/9781599046631.ch010 fatcat:ogsg4aktpbambnscmzlwif5wie

DART [chapter]

Eddie Al-Shakarchi, Ian Taylor
Intelligent Music Information Systems  
Within Triana, a large suite of Java tools exist in a range of domains including signal, image and text processing.  ...  Each channel can have its own particular audio format of the data e.g. the encoding, such as MU_LAW, PCM and number of bits used to record the data.  ... 
doi:10.4018/978-1-59904-663-1.ch010 fatcat:wpankuk32rdafdw52jn3tgxbfm

What Makes Data-to-Text Generation Hard for Pretrained Language Models? [article]

Moniba Keymanesh, Adrian Benton, Mark Dredze
2022 arXiv   pre-print
Expressing natural language descriptions of structured facts or relations -- data-to-text generation (D2T) -- increases the accessibility of structured knowledge repositories.  ...  In this work, we conduct an empirical study of both fine-tuned and auto-regressive PLMs on the DART multi-domain D2T dataset.  ...  To support these types of systems, Nan et al. (2020) introduced DART, a large open-domain data-to-text generation corpus.  ... 
arXiv:2205.11505v1 fatcat:he5kdjmk6zebdmt7enkllmiyge

Live streaming ward rounds using wearable technology to teach medical students: a pilot study

Tobias Mill, Shefali Parikh, Archie Allen, Gemma Dart, Daniel Lee, Charlotte Richardson, Keith Howell, Andrew Lewington
2021 BMJ Simulation and Tecnnology Enhanced Learning  
Patients reacted generally favourably to the technology and no negative effects on interpersonal communication were identified.ConclusionThe experience of live streamed ward rounds was well received by  ...  To address this problem while maintaining patient safety, this pilot study explored the feasibility of using a wearable headset to live stream teaching ward rounds to remotely based medical students.MethodsThree  ...  This correlates well with the open text suggestions for improvement, which highlighted concerns with audio or video quality experienced by 32% (10/31) of students.  ... 
doi:10.1136/bmjstel-2021-000864 pmid:35520979 pmcid:PMC8154297 fatcat:a2k52n5ky5ebdla34x6soxiw6m

Clinical educators' skills and qualities in allied health: a systematic review

Simone Jane Gibson, Judi Porter, Amanda Anderson, Andrea Bryce, Janeane Dart, Nicole Kellow, Sarah Meiklejohn, Evelyn Volders, Anne Young, Claire Palermo
2018 Medical Education  
between this version and the Version of Record.  ...  This is the author manuscript accepted for publication and has undergone full peer review but has not been through the copyediting, typesetting, pagination and proofreading process, which may lead to differences  ...  The validity of the evaluation instruments and methodologies ranged from not being reported to full explanations. The data analysis domain scored highly for most studies.  ... 
doi:10.1111/medu.13782 fatcat:b5xsrt3ddfcn7fy3gi4inuc7iq

TCube: Domain-Agnostic Neural Time-series Narration [article]

Mandar Sharma, John S. Brownstein, Naren Ramakrishnan
2021 arXiv   pre-print
We present TCube (Time-series-to-text), a domain-agnostic neural framework for time-series narration, that couples the representation of essential time-series elements in the form of a dense knowledge  ...  The task of generating rich and fluent narratives that aptly describe the characteristics, trends, and anomalies of time-series data is invaluable to the sciences (geology, meteorology, epidemiology) or  ...  . • End-to-end models for data-to-text generation showcase learning a direct input-output mapping from data to text [12] , [13] through the use of annotated datasets such as WikiBio [12] and E2E  ... 
arXiv:2110.05633v1 fatcat:sigdtwiq2bhk5ljuiau4njj2bi

Standardised Outcomes in Nephrology—Children and Adolescents (SONG-Kids): a protocol for establishing a core outcome set for children with chronic kidney disease

Allison Tong, Susan Samuel, Michael Zappitelli, Allison Dart, Susan Furth, Allison Eddy, Jaap Groothoff, Nicholas J. A. Webb, Hui-Kim Yap, Detlef Bockenhauer, Aditi Sinha, Stephen I. Alexander (+14 others)
2016 Trials  
Children with chronic kidney disease (CKD), requiring dialysis or kidney transplantation, have a mortality rate of up to 30-fold higher than the general aged-matched population, and severely impaired quality  ...  on important outcome domains; and a stakeholder workshop to review and finalise the set of core outcome domains for trials in children with CKD (including nondialysis-dependent, dialysis, and kidney transplantation  ...  Data collection The focus groups will be up to 2 hours in duration and convened in a meeting room external to the hospital setting to encourage open discussion in a neutral environment.  ... 
doi:10.1186/s13063-016-1528-5 pmid:27519274 pmcid:PMC4982996 fatcat:5ijx4foagnfphj7yrzlkhnw5ei
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