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Guest Editors' Introduction: Machine Learning and Natural Language., and . Mach. Learn., 34 (1-3): 5-9 (1999)EmployingTrainable String Similarity Metrics for Information Integration, and . Proceedings of the XVIII International Joint Conferences on Artificial Intelligence (IJCAI) - Workshop on Information Integration on the Web (IIWeb), Acapulco, M\�exico, (9-10 Agosto 2003)On Evaluation and Training-Set Construction for Duplicate Detection, and . Proceedings of the KDD-2003 Workshop on Data, page 7--12. Washington, DC, (2003)Relational Learning of Pattern-Match Rules for Information Extraction, and . Proceedings of the 1998 AAAI Spring Symposium, Menlo Park, CA, American Association for Artificial Intelligence, (1998)Semi-supervised graph clustering: a kernel approach., , , and . ICML, volume 119 of ACM International Conference Proceeding Series, page 457-464. ACM, (2005)Supervised and Unsupervised Ensembling for Knowledge Base Population., and . CoRR, (2016)Generation by Inverting a Semantic Parser that Uses Statistical Machine Translation., and . HLT-NAACL, page 172-179. The Association for Computational Linguistics, (2007)Active Multitask Learning Using Both Latent and Supervised Shared Topics., , and . SDM, page 190-198. SIAM, (2014)Multi-Prototype Vector-Space Models of Word Meaning., and . HLT-NAACL, page 109-117. The Association for Computational Linguistics, (2010)PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to Rewards., , and . CoRL, volume 155 of Proceedings of Machine Learning Research, page 485-497. PMLR, (2020)