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HEIDL: Learning Linguistic Expressions with Deep Learning and Human-in-the-Loop

Prithviraj Sen, Yunyao Li, Eser Kandogan, Yiwei Yang, Walter Lasecki
2019 Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: System Demonstrations  
While the role of humans is increasingly recognized in machine learning community, representation of and interaction with models in current human-in-the-loop machine learning (HITL-ML) approaches are too  ...  We demonstrate HEIDL, a prototype HITL-ML system that exposes the machine-learned model through high-level, explainable linguistic expressions formed of predicates representing semantic structure of text  ...  We present HEIDL (Human-in-theloop linguistic Expressions wIth Deep Learning), a system designed to help domain experts access the linguistic expressions or rules learned with deep learning for text analytics  ... 
doi:10.18653/v1/p19-3023 dblp:conf/acl/SenLKYL19 fatcat:dyk3ntokeffxpkwiytu6np4bha

POTATO: exPlainable infOrmation exTrAcTion framewOrk [article]

Ádám Kovács, Kinga Gémes, Eszter Iklódi, Gábor Recski
2022 arXiv   pre-print
We present POTATO, a task- and languageindependent framework for human-in-the-loop (HITL) learning of rule-based text classifiers using graph-based features.  ...  Users can also provide patterns over graphs using regular expressions, and POTATO can recommend refinements of such rules.  ...  On the validation data the same pattern achieves 95.6% precision and 21.9% recall. User interface Figure 1 illustrates the human-in-the-loop (HITL) workflow enabled by our application.  ... 
arXiv:2201.13230v1 fatcat:u33p5omxrnf5niyapu4cfxma4q

2. International Migration and Its Regulation [chapter]

Maria I. Baganha, Jeroen Doomernik, Heinz Fassmann, Sonia Gsir, Martin Hofmann, Michael Jandl, Albert Kraler, Matthias Neske, Ursula Reeger, Rinus Penninx, Maria Berger, Karen Kraal
2006 The Dynamics of Migration and Settlement in Europe  
These researchers, who come from all branches of the economic and social sciences, the humanities and law, implement an integrated, multidisciplinary and internationally comparative research program that  ...  IMISCOE is a European Commission-funded Network of Excellence of more than 350 scientists from various research institutes that specialise in migration and integration issues in Europe.  ...  First, it has been concerned with how immigrants and their children cope with linguistic demands and expectations of the host society and, in the case of immigrant children, with bilingualism.  ... 
doi:10.1515/9789048504176-002 fatcat:pyzaihvitndcdgqckxw75niama