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CER: Complementary Entity Recognition via Knowledge Expansion on Large Unlabeled Product Reviews [article]

Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
2016 arXiv   pre-print
Then we expand category-level domain knowledge about complementary entities using only a few general seed verbs on a large amount of unlabeled reviews.  ...  In this paper, we address the problem of Complementary Entity Recognition (CER).  ...  Recognition via Domain Knowledge Expansion: We expand the domain knowledge on a large amount of unlabeled reviews using a set of high precision dependency paths to compensate for the low precision (noisy  ... 
arXiv:1612.01039v1 fatcat:kbrl5ndiineyniesahquxn2sze

Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion [article]

Hu Xu, Lei Shu, Jingyuan Zhang, Philip S. Yu
2016 arXiv   pre-print
This problem can naturally have a two-stage framework: first, we perform Complementary Entity (product) Recognition (CER) on yes/no questions; second, we identify the polarities of yes/no answers to assign  ...  the complementary entities a compatibility label (compatible, incompatible or unknown).  ...  Then we first expand candidate complementary entities on the large unlabeled reviews.  ... 
arXiv:1612.04499v1 fatcat:jmn7qqmn5rgtbg6docl47sw6fe

Supervised Complementary Entity Recognition with Augmented Key-value Pairs of Knowledge [article]

Hu Xu, Lei Shu, Philip S. Yu
2017 arXiv   pre-print
In this paper, we address the problem of Complementary Entity Recognition (CER) as a supervised sequence labeling with the capability of expanding domain knowledge as key-value pairs from unlabeled reviews  ...  Extracting opinion targets is an important task in sentiment analysis on product reviews and complementary entities (products) are one important type of opinion targets that may work together with the  ...  Extracting those kinds of opinion targets are studied as Complementary Entity Recognition (CER) in (Xu et al., 2016b,a) .  ... 
arXiv:1705.10030v1 fatcat:4qonercvbjdsjfg6dto77uw2sy

Sphingolipid and Glycosphingolipid Metabolic Pathways in the Era of Sphingolipidomics

Alfred H. Merrill
2011 Chemical Reviews  
function as a single entity... at the very least mechanistic studies on ceramide function and regulation should focus on specific pathways of formation." 125 The mechanisms for Chemical Reviews REVIEW  ...  utilized later), followed by one major product from GlcCer (addition of Gal to form LacCer), then generation of further diversity by expansion to the root structure categories summarized in Figure 1 .  ... 
doi:10.1021/cr2002917 pmid:21942574 pmcid:PMC3191729 fatcat:2xh4m4pg3fdvnoudtj7xwmjppe

Lifelong Representation Learning for NLP Applications

Hu Xu
text classification, sentiment analysis, entity recognition, question answering to the more complex dialog system.  ...  This dissertation focuses on improving representations on different types of new knowledge (classification, word-level, contextual-level, and knowledge graph) for a myriad of NLP end tasks, ranging from  ...  : Complementary Entity Recognition via Knowledge Expansion on Large Unlabeled Product Reviews " in BigData 2016 [8] (with arXiv version 1612.01039 [90]); • arXiv paper "Supervised  ... 
doi:10.25417/uic.13475292 fatcat:gkpgispoh5b5rpba3essx5lebq

Pretrained Transformers for Text Ranking: BERT and Beyond [article]

Jimmy Lin, Rodrigo Nogueira, Andrew Yates
2021 arXiv   pre-print
Special thanks goes out to two anonymous reviewers for their insightful comments and helpful feedback.  ...  We'd like to thank the following people for comments on earlier drafts of this work: Chris Buckley, Danqi Chen, Maura Grossman, Sebastian Hofstätter, Kenton Lee, Sheng-Chieh Lin, Xueguang Ma, Bhaskar  ...  In principle, regression is possible here also. • Single-input token labeling tasks, for example, named-entity recognition.  ... 
arXiv:2010.06467v3 fatcat:obla6reejzemvlqhvgvj77fgoy


Ch. Elsner, D. Häckl, H. van der Slikke, V. Della Mea, T.N. Arvanitis, H. Wiesmeth
2007 Technology and Health Care  
Using novel award winning text mining methods for automated recognition of concepts, GoPubMed detects terms from the Gene Ontology (GO) and Medical Subject Headings (MeSH) in the abstracts, displays the  ...  health-journal and tell other's about your current conditions / feelings 6) every user has a comprehensive online health profile where he enters his health interests -other users can connect to this user via  ...  It searchs the Web looking for unlabeled websites, 2. it reviews the medical web resources according to a set of machine-readable criteria creating a RDF/XML label.  ... 
doi:10.3233/thc-2007-15503 fatcat:bjb5zxdzwncrdkdufkdzathke4

XXI International Symposium on Glycoconjugates

2011 Glycoconjugate Journal  
Esko has served on the numerous editorial boards and scientifi c boards and is currently on the board for Journal of Cell Biology and as an Associate Editor for Glycobiology.  ...  Work in his laboratory focuses on the structure, biosynthesis, and function of proteoglycans, including structural studies of heparan sulphate by mass spectrometry, application of genome-wide methods to  ...  Siglec-Gdefi cient mice showed a large expansion of B1 cell numbers, which is a subpopulation of B cells in the mouse.  ... 
doi:10.1007/s10719-011-9334-5 pmid:21695399 fatcat:m5gds7jlzrdzlm2v65mbhsx3oq

Effective Distant Supervision for End-To-End Knowledge Base Population Systems

Benjamin Roth, Dean, Markus Bläser, Raimund Seidel, Dietrich Klakow, Fabian Suchanek, Michael Wiegand
2014 unpublished
fine-grained entity type modelling, entity expansion, entity matching and tagging, to maintain as much recall as possible on the relational argument level. (4) A new set of effective methods for generating  ...  The scenario dealt with in this dissertation is known as Knowledge Base Population (KBP), where relational information about entities is retrieved from a large text collection and stored in a database,  ...  Automatic Food Categorization from Large Unlabeled Corpora and Its Impact on Relation Extraction. • Benjamin Roth, Tassilo Barth, Michael Wiegand, Mittul Singh, Dietrich Klakow.  ... 

ICL670A [chapter]

2017 Encyclopedia of Cancer  
Humoral-Based Innate Immune Recognition Aside from recognition of PAMPs by PRRs on the phagocytes, some extracellular molecules can also directly recognize and bind to microbes.  ...  Based on the knowledge accumulated during the last two decade, it has been estimated that inflammation contributes to the development of at least 15% of all cancers.  ...  As soybean-derived products are widespread, humans are exposed to isoflavones via their diet.  ... 
doi:10.1007/978-3-662-46875-3_101180 fatcat:66hbagjkhzalvc3i2pzbhoe7aa

Coverage of new genetic technologies: what matters to insurers?

M Schoonmaker, B Bernhardt, N A Holtzman
1996 American Journal of Human Genetics  
As expected, a large region on chromosome 13q22 (EDNRB) and a smaller region on chromosome 10qil (RET) were detected in both T and Ti samples.  ...  This exercise is most efficient in isolated populations where large genomic segments will be shared by affected individuals on the basis of common ancestry.  ...  A tumor cell line derived from one lymphoma contains multiple chromosomal aberrations suggesting a high degree of genomic instability.  ... 
pmid:11644831 pmcid:PMC1915515 fatcat:int6jaa25bbszfs2lblwvhck44

ACRT-SCTS Scholar Abstracts

2010 Clinical and Translational Science  
Vaginal bacterial colonization may be regulated, in part, by human leukocyte antigen (HLA) class II gene products.  ...  Mortality data were obtained via linkage to the Social Security Administration (n=949 deaths). Hospitalization data were obtained from MMC records.  ...  Two reviewers extracted study data via a standardized instrument, rated study quality, and resolved disagreements by consensus.  ... 
doi:10.1111/j.1752-8062.2010.00181_2.x fatcat:lwvd6nteozgezazejeqpjupawu

The Taming of the Shrew - non-standard text processing in the Digital Humanities [article]

Sarah Schulz, Universität Stuttgart, Universität Stuttgart
Natural language processing (NLP) has focused on the automatic processing of newspaper texts for many years.  ...  We suggest thoughtful collaboration and increased attention to the easy applicability of resulting tools as a solution for differences in the store of knowledge between project partners.  ...  Largely unified annotations of language phenomena help to transfer knowledge from one to another language.  ... 
doi:10.18419/opus-9685 fatcat:x35u3cimanc2pfsj2jy3bvfolm

Guidelines for the use and interpretation of assays for monitoring autophagy (3rd edition)

Daniel J Klionsky, Kotb Abdelmohsen, Akihisa Abe, Md Joynal Abedin, Hagai Abeliovich, Abraham Acevedo Arozena, Hiroaki Adachi, Christopher M Adams, Peter D Adams, Khosrow Adeli, Peter J Adhihetty, Sharon G Adler (+2455 others)
2016 Autophagy  
Psychiatry, Department of Degenerative Neurological Diseases, Tokyo, Japan; 838 National Institute of Technology Rourkela, Department of Life Science, Rourkela, Odisha, India; 839 National Institute on  ...  Aging, Intramural Research Program, Laboratory of Neurosciences, Baltimore, MD, USA; 840 National Institute on Aging, National Institutes of Health, Biomedical Research Center, RNA Regulation Section  ...  To deplete cells of gangliosides, an inhibitor of CERS/ceramide synthase, such as a fungal metabolite produced by Fusarium moniliforme (fumonisin B1), or, alternatively, siRNA to CERS or ST8SIA1, can be  ... 
doi:10.1080/15548627.2015.1100356 pmid:26799652 pmcid:PMC4835977 fatcat:bjaignwjiffyrjnz4r73rnkari

Abstracts of Presentations at the 2015 APS Annual Meeting

2015 Phytopathology  
Examination of the Fv genome indicates a large expansion of genes with beta-lactamase domains.  ...  To our knowledge, this is the first report of V. dahliae on peppermint in Nevada.  ...  Bacillus spp. efficacy, based on antifungal compounds production, has been demonstrated on a wide range of plant fungal pathogens.  ... 
doi:10.1094/phyto-105-11-s4.1 pmid:26569162 fatcat:ejmrpsunevhs5f24vdzmcqmphe
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