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Neural Attention Model for Classification of Sentences that Support Promoting/Suppressing Relationship

Yuta Koreeda, Toshihiko Yanase, Kohsuke Yanai, Misa Sato, Yoshiki Niwa
2016 Proceedings of the Third Workshop on Argument Mining (ArgMining2016)  
We aim to construct a model that can classify if a particular evidence supports a claim of a promoting/suppressing relationship given an arbitrary subject-value pair.  ...  We incorporated a word embedding technique in an attention model such that our method generalizes for never-encountered subjects and value phrases.  ...  From candidates of 7000 sentences, we manually extracted and labeled 1,085 self-contained sentences that support promoting/suppressing relationship. We allowed sentences in which S, V did not appear.  ... 
doi:10.18653/v1/w16-2809 dblp:conf/acl/KoreedaYYSN16 fatcat:rv66hdhienertehd2k6ivyshlu

Suggesting grounds for assigning the patent classification when classifying patent documents

Yasunori TOMINAGA, Atsushi KUKUU
The Journal of Information Science and Technology Association  
From this point of view, we implemented several machine learning models to compare and evaluate the accuracy of machine estimated patent classification and its grounds (paragraphs).  ...  Neural Attention Model for 08) Classification of Sentences that Support Promoting/ Suppressing Relationship.  ...  Hierarchical Attention Networks for Document Classification, In NAACL-HLT, 2016, pp.480-1489 04) 柳瀬利彦ほか,Neural Attention Model を用いた観点付き評 判分析 ,The 30th Annual Conference of the Japanese Society for Artificial  ... 
doi:10.18919/jkg.68.7_338 fatcat:ttsj3gmlqndexizehle66zsciy

The Regulation of Hepatic Choline Transport

Rebecca Yaworski, Université D'Ottawa / University Of Ottawa, Université D'Ottawa / University Of Ottawa
This study has established that choline transporter like proteins 1-5 (CTL1-5) is an intermediate affinity transport system responsible for ~80% of hepatic choline uptake with a smaller percentage accomplished  ...  Choline is an essential nutrient, in the liver it is a precursor necessary for the synthesis of phosphatidylcholine (PC) and is also required as a methyl donor towards the synthesis of betaine and later  ...  REV-ERBα acts as a negative regulator and binds to RORE motifs within the BMAL promoter, suppressing BMAL transcription later in the day 97,98 .  ... 
doi:10.20381/ruor-21290 fatcat:lnw6lmrnevcixk2itekdldaccu