Critical HoursPub Date : 2018-04-03DOI: 10.4324/9780203219393-14
Johannes Bjerva, Wouter M. Kouw, Isabelle Augenstein
{"title":"BACK TO THE FUTURE?","authors":"Johannes Bjerva, Wouter M. Kouw, Isabelle Augenstein","doi":"10.4324/9780203219393-14","DOIUrl":"https://doi.org/10.4324/9780203219393-14","url":null,"abstract":"Language evolves over time in many ways relevant to natural language processing tasks. For example, recent occurrences of tokens ’BERT’ and ’ELMO’ in publications refer to neural network architectures rather than persons. This type of temporal signal is typically overlooked, but is important if one aims to deploy a machine learning model over an extended period of time. In particular, language evolution causes data drift between time-steps in sequential decisionmaking tasks. Examples of such tasks include prediction of paper acceptance for yearly conferences (regular intervals) or author stance prediction for rumours on Twitter (irregular intervals). Inspired by successes in computer vision, we tackle data drift by sequentially aligning learned representations. We evaluate on three challenging tasks varying in terms of time-scales, linguistic units, and domains. These tasks show our method outperforming several strong baselines, including using all available data. We argue that, due to its low computational expense, sequential alignment is a practical solution to dealing with language evolution.","PeriodicalId":415751,"journal":{"name":"Critical Hours","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130181288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Critical HoursPub Date : 2018-04-03DOI: 10.1201/9780203496213.ch30
Olaf Musch
{"title":"COMMAND:","authors":"Olaf Musch","doi":"10.1201/9780203496213.ch30","DOIUrl":"https://doi.org/10.1201/9780203496213.ch30","url":null,"abstract":"An argument is usually said to be valid iff it is truth-preserving—iff it cannot be that all its premises are true and its conclusion false. But imperatives (it is normally thought) are not truth-apt. They are not in the business of saying how the world is, and therefore cannot either succeed or fail in doing so. To solve this problem, we need to find a new criterion of validity, and I aim to propose such a criterion.","PeriodicalId":415751,"journal":{"name":"Critical Hours","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134484546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Critical HoursPub Date : 2018-04-03DOI: 10.2307/j.ctv1xx9ks4.17
F. B. Taft
{"title":"ANSWERING THE CALL:","authors":"F. B. Taft","doi":"10.2307/j.ctv1xx9ks4.17","DOIUrl":"https://doi.org/10.2307/j.ctv1xx9ks4.17","url":null,"abstract":"By Caitlin Switzer MONTROSE-On Tuesday. Oct. 23, Northside Elementary School Principal Dan Rosentreter presented a draft of the school’s Unified Improvement Plan (UIP) to the Montrose County RE-1J Board of Education during the regular October Work Session. Board member Stephen Bush was not in attendance. Following Rosentreter’s discussion, Directors Phoebe Benziger and Gayle Johnson presented an update on Payment in Lieu of Taxes (PILT) funds. The Board of Education also considered whether to hold a community meeting for feedback. NORTHSIDE UIP REVIEW “Every year we do an improvement plan to present to parents and the Board,” said Rosentreter, who was hired to head Northside earlier this year after serving as Assistant Principal at Olathe Middle School. He said that the Northside UIP encompasses two major areas of focus. The first of these involves developing a positive learning culture at Northside. “We are Northside Elementary School has a new principal, new culture of learning, and bright, newly-painted steps.","PeriodicalId":415751,"journal":{"name":"Critical Hours","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127900130","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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