{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,14]],"date-time":"2026-03-14T09:55:05Z","timestamp":1773482105368,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":46,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,10,19]],"date-time":"2020-10-19T00:00:00Z","timestamp":1603065600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,10,19]]},"DOI":"10.1145\/3340531.3412056","type":"proceedings-article","created":{"date-parts":[[2020,10,19]],"date-time":"2020-10-19T05:31:03Z","timestamp":1603085463000},"page":"375-384","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Learning from Textual Data in Database Systems"],"prefix":"10.1145","author":[{"given":"Michael","family":"G\u00fcnther","sequence":"first","affiliation":[{"name":"Technische Universit\u00e4t Dresden, Dresden, Germany"}]},{"given":"Philipp","family":"Oehme","sequence":"additional","affiliation":[{"name":"Technische Universit\u00e4t Dresden, Dresden, Germany"}]},{"given":"Maik","family":"Thiele","sequence":"additional","affiliation":[{"name":"Technische Universit\u00e4t Dresden, Dresden, Germany"}]},{"given":"Wolfgang","family":"Lehner","sequence":"additional","affiliation":[{"name":"Technische Universit\u00e4t Dresden, Dresden, Germany"}]}],"member":"320","published-online":{"date-parts":[[2020,10,19]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W15-1516"},{"key":"e_1_3_2_2_2_1","first-page":"2017","volume-title":"CIKM","author":"Biessmann F.","year":"2018","unstructured":"F. Biessmann , D. Salinas , S. Schelter , P. Schmidt , and D. Lange . Deep Learning for Missing Value Imputation in Tables with Non-Numerical Data . In CIKM , pages 2017 -- 2025 . ACM, 2018 . F. Biessmann, D. Salinas, S. Schelter, P. Schmidt, and D. Lange. Deep Learning for Missing Value Imputation in Tables with Non-Numerical Data. In CIKM, pages 2017--2025. ACM, 2018."},{"key":"e_1_3_2_2_3_1","first-page":"135","volume":"5","author":"Bojanowski P.","year":"2017","unstructured":"P. Bojanowski , E. Grave , A. Joulin , and T. Mikolov . Enriching Word Vectors with Subword Information. TACL , 5 : 135 -- 146 , 2017 . P. Bojanowski, E. Grave, A. Joulin, and T. Mikolov. Enriching Word Vectors with Subword Information. TACL, 5:135--146, 2017.","journal-title":"Enriching Word Vectors with Subword Information. TACL"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3076246.3076251"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2018.2807452"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/2463676.2465283"},{"key":"e_1_3_2_2_7_1","first-page":"4171","volume-title":"NAACL","author":"Devlin J.","year":"2019","unstructured":"J. Devlin , M.-W. Chang , K. Lee , and K. Toutanova . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In NAACL , pages 4171 -- 4186 . ACL, 2019 . J. Devlin, M.-W. Chang, K. Lee, and K. Toutanova. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In NAACL, pages 4171--4186. ACL, 2019."},{"key":"e_1_3_2_2_8_1","volume-title":"ICLR Workshop","author":"Dozat T.","year":"2016","unstructured":"T. Dozat . Incorporating Nesterov Momentum into Adam . In ICLR Workshop , 2016 . T. Dozat. Incorporating Nesterov Momentum into Adam. In ICLR Workshop, 2016."},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.14778\/3236187.3236198"},{"key":"e_1_3_2_2_10_1","first-page":"28","volume-title":"IEEE Data Eng. Bull.","author":"F.","year":"2012","unstructured":"F. F\"arber, N. May , W. Lehner , P. Gro\u00dfe , I. M\u00fcller , H. Rauhe , and J. Dees . The SAP HANA Database - An Architecture Overview . IEEE Data Eng. Bull. , pages 28 -- 33 , 2012 . F. F\"arber, N. May, W. Lehner, P. Gro\u00dfe, I. M\u00fcller, H. Rauhe, and J. Dees. The SAP HANA Database - An Architecture Overview. IEEE Data Eng. Bull., pages 28--33, 2012."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/N15-1184"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-1144"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/2213836.2213874"},{"key":"e_1_3_2_2_14_1","first-page":"7","volume-title":"Proc. of the 2nd International Workshop on Exploiting Artificial Intelligence Techniques for Data Management","author":"Fernandez R. C.","unstructured":"R. C. Fernandez and S. Madden . Termite: A System for Tunneling Through Heterogeneous Data . In Proc. of the 2nd International Workshop on Exploiting Artificial Intelligence Techniques for Data Management , page 7 . ACM, 2019. R. C. Fernandez and S. Madden. Termite: A System for Tunneling Through Heterogeneous Data. In Proc. of the 2nd International Workshop on Exploiting Artificial Intelligence Techniques for Data Management, page 7. ACM, 2019."},{"key":"e_1_3_2_2_15_1","first-page":"300","volume-title":"LREC","author":"Ghannay S.","year":"2016","unstructured":"S. Ghannay , B. Favre , Y. Esteve , and N. Camelin . Word Embedding Evaluation and Combination . In LREC , pages 300 -- 305 , 2016 . S. Ghannay, B. Favre, Y. Esteve, and N. Camelin. Word Embedding Evaluation and Combination. In LREC, pages 300--305, 2016."},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v30i1.10321"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.03.022"},{"key":"e_1_3_2_2_18_1","volume-title":"RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data. arXiv preprint arXiv:1911.12674","author":"G\u00fcnther M.","year":"2019","unstructured":"M. G\u00fcnther , M. Thiele , and W. Lehner . RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data. arXiv preprint arXiv:1911.12674 , 2019 . M. G\u00fcnther, M. Thiele, and W. Lehner. RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data. arXiv preprint arXiv:1911.12674, 2019."},{"key":"e_1_3_2_2_19_1","volume-title":"EDBT","author":"G\u00fcnther M.","year":"2020","unstructured":"M. G\u00fcnther , M. Thiele , and W. Lehner . RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data . In EDBT , 2020 . M. G\u00fcnther, M. Thiele, and W. Lehner. RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data. In EDBT, 2020."},{"key":"e_1_3_2_2_20_1","first-page":"1024","volume-title":"NIPS","author":"Hamilton W.","year":"2017","unstructured":"W. Hamilton , Z. Ying , and J. Leskovec . Inductive Representation Learning on Large Graphs . In NIPS , pages 1024 -- 1034 , 2017 . W. Hamilton, Z. Ying, and J. Leskovec. Inductive Representation Learning on Large Graphs. In NIPS, pages 1024--1034, 2017."},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.14778\/2367502.2367510"},{"key":"e_1_3_2_2_22_1","volume-title":"Unsupervised Object Matching for Relational Data. arXiv preprint arXiv:1810.03770","author":"Iwata T.","year":"2018","unstructured":"T. Iwata and N. Ueda . Unsupervised Object Matching for Relational Data. arXiv preprint arXiv:1810.03770 , 2018 . T. Iwata and N. Ueda. Unsupervised Object Matching for Relational Data. arXiv preprint arXiv:1810.03770, 2018."},{"key":"e_1_3_2_2_23_1","volume-title":"How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks. CoRR, abs\/1702.02170","author":"Jastrzebski S.","year":"2017","unstructured":"S. Jastrzebski , D. Lesniak , and W. M. Czarnecki . How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks. CoRR, abs\/1702.02170 , 2017 . S. Jastrzebski, D. Lesniak, and W. M. Czarnecki. How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks. CoRR, abs\/1702.02170, 2017."},{"key":"e_1_3_2_2_24_1","first-page":"348","volume":"12","author":"Kara K.","year":"2018","unstructured":"K. Kara , K. Eguro , C. Zhang , and G. Alonso . ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation. PVLDB , 12 : 348 -- 361 , 12 2018 . K. Kara, K. Eguro, C. Zhang, and G. Alonso. ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation. PVLDB, 12:348--361, 12 2018.","journal-title":"ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation. PVLDB"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1242"},{"key":"e_1_3_2_2_26_1","volume-title":"IDEL: In-Database Entity Linking with Neural Embeddings. arXiv preprint arXiv:1803.04884","author":"Kilias T.","year":"2018","unstructured":"T. Kilias , A. L\u00f6ser , F. A. Gers , R. Koopmanschap , Y. Zhang , and M. Kersten . IDEL: In-Database Entity Linking with Neural Embeddings. arXiv preprint arXiv:1803.04884 , 2018 . T. Kilias, A. L\u00f6ser, F. A. Gers, R. Koopmanschap, Y. Zhang, and M. Kersten. IDEL: In-Database Entity Linking with Neural Embeddings. arXiv preprint arXiv:1803.04884, 2018."},{"key":"e_1_3_2_2_27_1","volume-title":"ICLR","author":"Kipf T. N.","year":"2017","unstructured":"T. N. Kipf and M. Welling . Semi-Supervised Classification with Graph Convolutional Networks . In ICLR , 2017 . T. N. Kipf and M. Welling. Semi-Supervised Classification with Graph Convolutional Networks. In ICLR, 2017."},{"key":"e_1_3_2_2_28_1","volume-title":"In CIDR","author":"Kraska T.","year":"2013","unstructured":"T. Kraska , A. Talwalkar , and J. Duchi . MLbase: A Distributed Machine-learning System . In In CIDR , 2013 . T. Kraska, A. Talwalkar, and J. Duchi. MLbase: A Distributed Machine-learning System. In In CIDR, 2013."},{"key":"e_1_3_2_2_29_1","first-page":"2423","volume-title":"COLING","author":"Lengerich B.","year":"2018","unstructured":"B. Lengerich , A. Maas , and C. Potts . Retrofitting Distributional Embeddings to Knowledge Graphs with Functional Relations . In COLING , pages 2423 -- 2436 , Santa Fe, New Mexico, USA , Aug. 2018 . ACL. B. Lengerich, A. Maas, and C. Potts. Retrofitting Distributional Embeddings to Knowledge Graphs with Functional Relations. In COLING, pages 2423--2436, Santa Fe, New Mexico, USA, Aug. 2018. ACL."},{"issue":"7","key":"e_1_3_2_2_30_1","first-page":"1019","volume":"58","author":"Liben-Nowell D.","year":"2007","unstructured":"D. Liben-Nowell and J. Kleinberg . The Link-Prediction Problem for Social Networks. JASIST , 58 ( 7 ): 1019 -- 1031 , 2007 . D. Liben-Nowell and J. Kleinberg. The Link-Prediction Problem for Social Networks. JASIST, 58(7):1019--1031, 2007.","journal-title":"The Link-Prediction Problem for Social Networks. JASIST"},{"key":"e_1_3_2_2_31_1","first-page":"3111","volume-title":"NIPS","author":"Mikolov T.","year":"2013","unstructured":"T. Mikolov , I. Sutskever , K. Chen , G. S. Corrado , and J. Dean . Distributed Representations of Words and Phrases and their Compositionality . In NIPS , pages 3111 -- 3119 . Curran Associates, Inc. , 2013 . T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. Distributed Representations of Words and Phrases and their Compositionality. In NIPS, pages 3111--3119. Curran Associates, Inc., 2013."},{"key":"e_1_3_2_2_32_1","first-page":"142","volume-title":"NAACL","author":"N.","year":"2016","unstructured":"N. Mrkvs i\u0107, D. \u00d3. S\u00e9aghdha , B. Thomson , M. Gavs i\u0107, L. M. Rojas-Barahona , P.-H. Su , D. Vandyke , T.-H. Wen , and S. Young . Counter-fitting Word Vectors to Linguistic Constraints . In NAACL , pages 142 -- 148 , 2016 . N. Mrkvs i\u0107, D. \u00d3. S\u00e9aghdha, B. Thomson, M. Gavs i\u0107, L. M. Rojas-Barahona, P.-H. Su, D. Vandyke, T.-H. Wen, and S. Young. Counter-fitting Word Vectors to Linguistic Constraints. In NAACL, pages 142--148, 2016."},{"key":"e_1_3_2_2_33_1","first-page":"1063","volume-title":"WWW","author":"Peng H.","year":"2018","unstructured":"H. Peng , J. Li , Y. He , Y. Liu , M. Bao , L. Wang , Y. Song , and Q. Yang . Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN . In WWW , pages 1063 -- 1072 , 2018 . H. Peng, J. Li, Y. He, Y. Liu, M. Bao, L. Wang, Y. Song, and Q. Yang. Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN. In WWW, pages 1063--1072, 2018."},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1162"},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623732"},{"key":"e_1_3_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D19-1410"},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1036"},{"key":"e_1_3_2_2_38_1","volume-title":"An Ensemble Method to Produce High-Quality Word Embeddings. arXiv preprint arXiv:1604.01692","author":"Speer R.","year":"2016","unstructured":"R. Speer and J. Chin . An Ensemble Method to Produce High-Quality Word Embeddings. arXiv preprint arXiv:1604.01692 , 2016 . R. Speer and J. Chin. An Ensemble Method to Produce High-Quality Word Embeddings. arXiv preprint arXiv:1604.01692, 2016."},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.5555\/2627435.2670313"},{"issue":"10","key":"e_1_3_2_2_40_1","first-page":"78","article-title":"Wikidata","volume":"57","author":"Kr\u00f6tzsch D.","year":"2014","unstructured":"D. Vrandevc i\u0107 and M. Kr\u00f6tzsch . Wikidata : A Free Collaborative Knowledge Base. Comm. of the ACM , 57 ( 10 ): 78 -- 85 , 2014 . D. Vrandevc i\u0107 and M. Kr\u00f6tzsch. Wikidata: A Free Collaborative Knowledge Base. Comm. of the ACM, 57(10):78--85, 2014.","journal-title":"A Free Collaborative Knowledge Base. Comm. of the ACM"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1167"},{"key":"e_1_3_2_2_42_1","first-page":"1219","volume-title":"CIKM","author":"Xu C.","year":"2014","unstructured":"C. Xu , Y. Bai , J. Bian , B. Gao , G. Wang , X. Liu , and T.-Y. Liu . RC-NET : A General Framework for Incorporating Knowledge into Word Representations . In CIKM , pages 1219 -- 1228 . ACM, 2014 . C. Xu, Y. Bai, J. Bian, B. Gao, G. Wang, X. Liu, and T.-Y. Liu. RC-NET: A General Framework for Incorporating Knowledge into Word Representations. In CIKM, pages 1219--1228. ACM, 2014."},{"key":"e_1_3_2_2_43_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33017370"},{"key":"e_1_3_2_2_44_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P14-2089"},{"key":"e_1_3_2_2_45_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1031"},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v29i1.9194"}],"event":{"name":"CIKM '20: The 29th ACM International Conference on Information and Knowledge Management","location":"Virtual Event Ireland","acronym":"CIKM '20","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 29th ACM International Conference on Information & Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3340531.3412056","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3340531.3412056","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:02:29Z","timestamp":1750197749000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3340531.3412056"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,10,19]]},"references-count":46,"alternative-id":["10.1145\/3340531.3412056","10.1145\/3340531"],"URL":"https:\/\/doi.org\/10.1145\/3340531.3412056","relation":{},"subject":[],"published":{"date-parts":[[2020,10,19]]},"assertion":[{"value":"2020-10-19","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}