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NLP Research and Resources at DaSciM, Ecole Polytechnique [article]

Hadi Abdine, Yanzhu Guo, Moussa Kamal Eddine, Giannis Nikolentzos, Stamatis Outsios, Guokan Shang, Christos Xypolopoulos, Michalis Vazirgiannis
2021 arXiv   pre-print
DaSciM (Data Science and Mining) part of LIX at Ecole Polytechnique, established in 2013 and since then producing research results in the area of large scale data analysis via methods of machine and deep  ...  The group has been specifically active in the area of NLP and text mining with interesting results at methodological and resources level.  ...  However, most of the research and resources were dedicated to the English language, despite a few notable exceptions.  ... 
arXiv:2112.00566v1 fatcat:dcmwpwdwc5emti6jcflqq5ib4a

Overview of the TAC 2018 Systematic Review Information Extraction Track

Charles Schmitt, Vickie Walker, Ashley Williams, Arun Varghese, Yousuf Ahmad, Andy Rooney, Mary Wolfe
2018 Text Analysis Conference  
Seven teams submitted at least one run with 18 submissions in total across both tasks.  ...  Participating teams were provided with annotated text passages of methods sections from research articles in PubMed.  ...  Acknowledgements Work for this project was provided by staff at the Division of the National Toxicology Program, National Institute for Environmental Health Sciences (NIEHS), National Institutes of Health  ... 
dblp:conf/tac/SchmittWWVARW18 fatcat:cxdsale2mvew7gw4tcljwzejle

Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization [article]

Guokan Shang, Antoine Jean-Pierre Tixier, Michalis Vazirgiannis École Polytechnique,
2018 arXiv   pre-print
Moreover, we leverage recent advances in word embeddings and graph degeneracy applied to NLP to take exterior semantic knowledge into account, and to design custom diversity and informativeness measures  ...  Experiments on the AMI and ICSI corpus show that our system improves on the state-of-the-art. Code and data are publicly available, and our system can be interactively tested.  ...  Acknowledgments We are grateful to the three anonymous reviewers for their detailed and constructive feedback. This research was supported in part by the Open-PaaS::NG project.  ... 
arXiv:1805.05271v2 fatcat:7wxj5qrwnjhd3lka4vdrx4rkua