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Graphs, Computation, and Language ...
Ustalov, Dmitry. - : Zenodo, 2021
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Graphs, Computation, and Language ...
Ustalov, Dmitry. - : Zenodo, 2021
Abstract: Graphs and networks offer a convenient way to study systems around us, including such complex ones as human language. Graph-based representations are proven to be a practical approach for a wide variety of Natural Language Processing (NLP) tasks. This course has five lectures on Language Graphs, Graph Clustering, Graph Embeddings, Evaluation, and Crowdsourcing. They elaborately go through the corresponding algorithms step-by-step and suggest important linguistic datasets. The target audience of this course is advanced graduate students, data analysts, and researchers in NLP and IR (but it is not limited to them). The course is held online in Spring 2021 at Computer Science Club in Saint Petersburg, Russia: https://compsciclub.ru/en/courses/graphscomplang/2021-spring/. Lectures are in Russian, but the slides are in English. ... : {"references": ["Agirre, E., L\u00f3pez de Lacalle, O., Soroa, A.: Random Walks for Knowledge-Based Word Sense Disambiguation. Computational Linguistics. 40, 57\u201384 (2014). https://doi.org/10.1162/COLI_a_00164.", "von Ahn, L., Dabbish, L.: Labeling Images with a Computer Game. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. pp. 319\u2013326. ACM, Vienna, Austria (2004). https://doi.org/10.1145/985692.985733.", "von Ahn, L., Dabbish, L.: Designing Games with a Purpose. Communications of the ACM. 51, 58\u201367 (2008). https://doi.org/10.1145/1378704.1378719.", "von Ahn, L., Maurer, B., McMillen, C., Abraham, D., Blum, M.: reCAPTCHA: Human-Based Character Recognition via Web Security Measures. Science. 321, 1465\u20131468 (2008). https://doi.org/10.1126/science.1160379.", "Alonso, O.: The Practice of Crowdsourcing. Morgan & Claypool Publishers (2019). https://doi.org/10.2200/S00904ED1V01Y201903ICR066.", "Alonso, O., Rose, D.E., Stewart, B.: Crowdsourcing for Relevance ...
Keyword: Bradley-Terry; Centrality; Chinese Whispers; Classification Evaluation; Clustering Evaluation; Co-occurrence Graphs; Crowdsourcing; Dawid-Skene; DeepWalk; Evaluation; Games with a Purpose; Graph Clustering; Graph Convolutional Network; Graph Embeddings; Graph Theory; GraphSAGE; Inter-Rater Agreement; Language Graphs; Laplacian Eigenmaps; Louvain; Markov Clustering; Matrix Representations; MaxMax; Microtasks; Natural Language Processing; Network Science; PageRank; Power Method; Quality Assessment; Quality Control; Ranking Evaluation; reCAPTCHA; Representation Learning; Semantic Networks; Sparse Matrix; Spectral Clustering; Statistical Testing; TextRank; Tutorial; Watset; Wikipedia; Wisdom of the Crowds; Word2Vec
URL: https://zenodo.org/record/4291120
https://dx.doi.org/10.5281/zenodo.4291120
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3
Human-AI Interaction in the Presence of Ambiguity: From Deliberation-based Labeling to Ambiguity-aware AI
Schaekermann, Mike. - : University of Waterloo, 2020
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4
Kappa statistic for judgment agreement in Sociolinguistics / Estatística Kappa para concordância de julgamento em Sociolinguística
In: Revista de Estudos da Linguagem, Vol 27, Iss 4, Pp 1591-1612 (2019) (2019)
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5
The Role of Eye Gaze and Body Movements in Turn-Taking during a Contemporary Dance Improvisation
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A Methodology for the Identification of Topic Transitions in Interaction
In: ISSN: 1963-1723 ; Discours - Revue de linguistique, psycholinguistique et informatique ; https://hal.archives-ouvertes.fr/hal-01365144 ; Discours - Revue de linguistique, psycholinguistique et informatique, Laboratoire LATTICE, 2015, 16, ⟨10.4000/discours.8997⟩ ; http://discours.revues.org/8997 (2015)
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How to assess and compare inter-rater reliability, agreement and correlation of ratings : an exemplary analysis of mother-father and parent-teacher expressive vocabulary rating pairs
In: Frontiers in Psychology ; 5 (2014). - 509. - eISSN 1664-1078 (2014)
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Dialogue and Discourse 4(2) (2013) 118–141 doi:10.5087/dad.2013.206 Identifying “aboutness topics”: two annotation experiments ∗
In: http://elanguage.net/journals/dad/article/viewFile/2896/3567/
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