Gerard de Melo's Publications

Publications: NLP

Publications by Topic: All | NLP | Knowledge Graphs | Computer Vision/Multimodality | IR/Social Media | Theory

• Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts  BibTeX
  Rajarshi Bhowmik, Gerard de Melo (2019)
  In: Proc. The Web Conference 2019.
  Acceptance rate: 18%
• Paralinguistic Recommendations for Affective Word Clouds  BibTeX
  Tugba Kulahcioglu, Gerard de Melo (2019)
  In: Proc. ACM IUI 2019. ACM.
  Acceptance rate: 25%
• CITE: A Corpus Of Text-Image Discourse Relations  BibTeX   Website
  Malihe Alikhani, Sreyasi Nag Chowdhury, Gerard de Melo, Matthew Stone (2019)
  In: Proc. NAACL-HLT 2019 (Short Paper). Association for Computational Linguistics.
• Using Multi-Sense Vector Embeddings for Reverse Dictionaries  BibTeX   Website
  Michael Aloys Hedderich, Andrew Yates, Dietrich Klakow, Gerard de Melo (2019)
  In: Proc. IWCS 2019.
• A Helping Hand: Transfer Learning for Deep Sentiment Analysis  BibTeX   Website
  Xin Dong, Gerard de Melo (2018)
  In: Proc. ACL 2018.
  Acceptance rate: 24.9%
• Generating Fine-Grained Open Vocabulary Entity Type Descriptions  BibTeX   Website
  Rajarshi Bhowmik, Gerard de Melo (2018)
  In: Proc. ACL 2018.
  Acceptance rate: 24.9%
• Video Captioning with Multi-Faceted Attention  BibTeX
  Xiang Long, Chuang Gan, Gerard de Melo (2018)
  Transactions of the Association for Computational Linguistics (TACL) 6, 2018, p. 173-184.
  Acceptance rate: 19%
• Cross-Lingual Propagation for Deep Sentiment Analysis  BibTeX   Website
  Xin Dong, Gerard de Melo (2018)
  In: Proc. AAAI 2018. AAAI Press.
  Acceptance rate: 25%
• Co-PACRR: A Context-Aware Neural IR Model for Ad-hoc Retrieval  BibTeX   Website
  Kai Hui, Andrew Yates, Klaus Berberich, Gerard de Melo (2018)
  In: Proc. WSDM 2018. ACM.
  Acceptance rate: 16%
• Addressing Structural and Linguistic Heterogeneity in the Web  BibTeX   Website
  Jacobo Rouces, Gerard de Melo, Katja Hose (2018)
  AI Communications 31:1, 2018, p. 3-18. IOS Press.
• Predicting Semantic Signatures of Fonts  BibTeX   Website
  Tugba Kulahcioglu, Gerard de Melo (2018)
  In: Proc. 12th IEEE International Conference on Semantic Computing.
  🏆  Best Paper Nominee
• Metaphor Suggestions based on a Semantic Metaphor Repository  BibTeX
  Gerard de Melo (2018)
  In: Proc. 11th Language Resources and Evaluation Conference (LREC 2018). European Language Resources Association (ELRA).
• FontLex: A Typographical Lexicon based on Affective Associations  BibTeX   Website
  Tugba Kulahcioglu, Gerard de Melo (2018)
  In: Proc. 11th Language Resources and Evaluation Conference (LREC 2018). European Language Resources Association (ELRA).
• Exploring Semantic Properties of Sentence Embeddings (Short Paper)  BibTeX
  Xunjie Zhu, Tingfeng Li, Gerard de Melo (2018)
  In: Proc. ACL 2018.
  Acceptance rate: 24.9%
• Public Opinion Spamming: A Model for Content and Users on Sina Weibo (Short Paper)  BibTeX
  Ziyu Guo, Liqiang Wang, Yafang Wang, Guohua Zeng, Shijun Liu, Gerard de Melo (2018)
  In: Proc. WebSci 2018. ACM.
• Context-Based Few-Shot Word Representation Learning (Short Paper)  BibTeX
  Chenxing Li, Gerui Wang, Gerard de Melo (2018)
  In: Proc. 12th IEEE International Conference on Semantic Computing.
• Opinion Mining of Public Reactions on Ordinances  BibTeX
  Manish Puri, Xu Du, Aparna Varde, Gerard de Melo (2018)
  In: Proc. IEEE ICTAI 2018. IEEE.
• Social Media vs. News Media: Analyzing Real-world Events from Different Perspectives (Short Paper)  BibTeX
  Liqiang Wang, Ziyu Guo, Yafang Wang, Zeyuan Cui, Shijun Liu, Gerard de Melo (2018)
  In: Proc. DEXA 2018. Springer Verlag.
• Five Shades of Untruth: Finer-Grained Classification of Fake News (Poster Paper)  BibTeX
  Liqiang Wang, Yafang Wang, Gerard de Melo, Gerhard Weikum (2018)
  In: Proc. ASONAM 2018.
• Mapping Ordinances and Tweets using Smart City Characteristics to Aid Opinion Mining  BibTeX
  Manish Puri, Xu Du, Aparna Varde, Gerard de Melo (2018)
  In: Proc. WWW 2018 Workshop on Social Sensing and Enterprise Intelligence (SSEI 2018). ACM.
• OpenWordNet-PT: Taking Stock  BibTeX   Website
  Valeria de Paiva, Alexandre Rademaker, Livy Real, Fabricio Chalub, Gerard de Melo (2018)
  In: Proc. NLCS 2018.
• Visualizing Multi-Document Semantics via Open Domain Information Extraction  BibTeX   Website
  Yongpan Sheng, Zenglin Xu, Yafang Wang, Xiangyu Zhang, Jia Jia, Zhonghui You, Gerard de Melo (2018)
  In: Proc. ECML-PKDD 2018 (Demonstration Paper). Springer.
• Multiple-Weight Recurrent Neural Networks  BibTeX
  Zhu Cao, Linlin Wang, Gerard de Melo (2017)
  In: Proc. IJCAI 2017.
  Acceptance rate: 26%
• A Position-Aware Deep Model for Relevance Matching in Information Retrieval  BibTeX   Code
  Kai Hui, Andrew Yates, Klaus Berberich, Gerard de Melo (2017)
  In: Proc. EMNLP 2017. ACL.
  🏆  Backbone of winning TREC 2017 Complex Answer Retrieval Competition submission
  Acceptance rate: 26%
• HiText: Text Reading with Dynamic Salience Marking  BibTeX
  Qian Yang, Yong Cheng, Sen Wang, Gerard de Melo (2017)
  In: Proc. WWW 2017 (Digital Learning Track). ACM.
• Inducing Conceptual Embedding Spaces from Wikipedia  BibTeX
  Gerard de Melo (2017)
  In: Proc. WWW 2017 (Cognitive Computing Track). ACM.
• FrameBase: Enabling Integration of Heterogeneous Knowledge  BibTeX   Website
  Jacobo Rouces, Gerard de Melo, Katja Hose (2017)
  Semantic Web 8:6, 2017, p. 817-850. IOS Press.
  Impact factor: 2.889 (2017)
• Commonsense Knowledge in Machine Intelligence  BibTeX
  Niket Tandon, Aparna Varde, Gerard de Melo (2017)
  SIGMOD Record December, 2017.
• RE-PACRR: A Context and Density-Aware Neural Information Retrieval Model  BibTeX   Code
  Kai Hui, Andrew Yates, Klaus Berberich, Gerard de Melo (2017)
  In: Proc. Neu-IR 2017 SIGIR Workshop on Neural Information Retrieval. ACM.
• Position-Aware Representations for Relevance Matching in Neural Information Retrieval  BibTeX
  Kai Hui, Andrew Yates, Klaus Berberich, Gerard de Melo (2017)
  In: Proc. WWW 2017 (Poster Paper). ACM.
• WebChild 2.0: Fine-Grained Commonsense Knowledge Distillation  BibTeX
  Niket Tandon, Gerard de Melo, Gerhard Weikum (2017)
  In: Proc. ACL 2017 (Demonstration Paper). ACL.
• Multilingual Vector Representations of Words, Sentences, and Documents (Tutorial Abstract)  BibTeX
  Gerard de Melo (2017)
  In: Proc. IJCNLP 2017.
• Relation Classification via Multi-Level Attention CNNs  BibTeX
  Linlin Wang, Zhu Cao, Gerard de Melo, Zhiyuan Liu (2016)
  In: Proc. ACL 2016.
  Acceptance rate: 25.4%
• Detecting Cross-Cultural Differences Using a Multilingual Topic Model  BibTeX
  Elkin Darío Gutiérrez, Ekaterina Shutova, Patricia Lichtenstein, Gerard de Melo, Luca Gilardi (2016)
  Transactions of the Association for Computational Linguistics (TACL) 4, 2016, p. 47-60. ACL.
  Acceptance rate: ~20%
• Morphological Segmentation with Window LSTM Neural Networks  BibTeX
  Linlin Wang, Zhu Cao, Yu Xia, Gerard de Melo (2016)
  In: Proc. AAAI 2016. AAAI Press.
  Acceptance rate: 26%
• PEAK: Pyramid Evaluation via Automated Knowledge Extraction  BibTeX   Website   Slides
  Qian Yang, Rebecca J. Passonneau, Gerard de Melo (2016)
  In: Proc. AAAI 2016. AAAI Press.
  Acceptance rate: 26%
• WebBrain: Joint Neural Learning of Large-Scale Commonsense Knowledge  BibTeX   Website
  Jiaqiang Chen, Niket Tandon, Charles Darwis Hariman, Gerard de Melo (2016)
  In: Proc. ISWC 2016.
  Acceptance rate: 18% (Research Track)
• Heuristics for Connecting Heterogeneous Knowledge via FrameBase  BibTeX   Website   Presentation Video
  Jacobo Rouces, Gerard de Melo, Katja Hose (2016)
  In: Proc. ESWC 2016. Springer Lecture Notes in Computer Science.
  Acceptance rate: 23%
• Summary Generation for Temporal Extractions  BibTeX
  Yafang Wang, Zhaochun Ren, Martin Theobald, Maximilian Dylla, Gerard de Melo (2016)
  In: Proc. 27th International Conference on Database and Expert Systems Applications (DEXA 2016).
  Acceptance rate: 28%
• Medical Concept Embeddings via Labeled Background Corpora  BibTeX   Supplementary Data   Code
  Eneldo Loza Mencía, Gerard de Melo, Jinseok Nam (2016)
  In: Proc. 10th Language Resources and Evaluation Conference (LREC 2016).
• The Open Linguistics Working Group: Developing the Linguistic Linked Open Data Cloud  BibTeX
  John Philip McCrae, Christian Chiarcos, Francis Bond, Philipp Cimiano, Thierry Declerck, Gerard de Melo, Jorge Gracia, Sebastian Hellmann, Bettina Klimek, Steven Moran, Petya Osenova, Antonio Pareja-Lora, Jonathan Pool (2016)
  In: Proc. 10th Language Resources and Evaluation Conference (LREC 2016).
• Klint: Assisting Integration of Heterogeneous Knowledge  BibTeX   Website
  Jacobo Rouces, Gerard de Melo, Katja Hose (2016)
  In: Proc. IJCAI 2016 (Demonstration Paper).
• Complex Schema Mapping and Linking Data: Beyond Binary Predicates  BibTeX   Website   Slides
  Jacobo Rouces, Gerard de Melo, Katja Hose (2016)
  In: Proc. WWW 2016 Workshop on Linked Data on the Web (LDOW 2016).
• Knowlywood: Mining Activity Knowledge from Hollywood Narratives  BibTeX   Website
  Niket Tandon, Gerard de Melo, Abir De, Gerhard Weikum (2015)
  In: Proc. CIKM 2015.
  Acceptance rate: 18% (KR Track)
• Perceptually Grounded Selectional Preferences  BibTeX   Poster
  Ekaterina Shutova, Niket Tandon, Gerard de Melo (2015)
  In: Proc. ACL 2015.
  Acceptance rate: 25%
• Sentiment-Aspect Extraction based on Restricted Boltzmann Machines  BibTeX
  Linlin Wang, Kang Liu, Zhu Cao, Jun Zhao, Gerard de Melo (2015)
  In: Proc. ACL 2015.
  Acceptance rate: 25%
• FrameBase: Representing N-ary Relations using Semantic Frames  BibTeX   Website   Slides   Presentation Video
  Jacobo Rouces, Gerard de Melo, Katja Hose (2015)
  In: Proc. ESWC 2015. Springer Lecture Notes in Computer Science.
  🏆  Best Student Paper Nominee (top 3)
  Acceptance rate: 23%
• Lexvo.org: Language-Related Information for the Linguistic Linked Data Cloud  BibTeX   Website
  Gerard de Melo (2015)
  Semantic Web 6:4, 2015, p. 393-400. IOS Press.
  Impact factor: 1.786 (2016)
• Wiktionary-Based Word Embeddings  BibTeX
  Gerard de Melo (2015)
  In: Proc. MT Summit XV. AMTA.
• Dissertation Research Problems in Data Management and Related Areas  BibTeX
  Gerard de Melo, Mouna Kacimi, Aparna Varde (2015)
  SIGMOD Record 44:4, 2015.
• Neural Word Representations from Large-Scale Commonsense Knowledge  BibTeX
  Jiaqiang Chen, Niket Tandon, Gerard de Melo (2015)
  In: Proc. WI 2015 (Short Paper).
• Lights, Camera, Action: Knowledge Extraction from Movie Scripts  BibTeX
  Niket Tandon, Gerard de Melo, Abir De, Gerhard Weikum (2015)
  In: Proc. WWW 2015 (Poster Paper).
  Acceptance rate: 30%
• Semantic Information Extraction for Improved Word Embeddings  BibTeX
  Jiaqiang Chen, Gerard de Melo (2015)
  In: Proc. NAACL Workshop on Vector Space Modeling for NLP.
  🏆  Best Paper Award
• Representing Specialized Events with FrameBase  BibTeX   Website
  Jacobo Rouces, Gerard de Melo, Katja Hose (2015)
  In: Proc. 4th International Workshop on Detection, Representation, and Exploitation of Events in the Semantic Web (DeRiVE 2015) at ESWC 2015.
• Structured Learning for Taxonomy Induction with Belief Propagation  BibTeX
  Mohit Bansal, David Burkett, Gerard de Melo, Dan Klein (2014)
  In: Proc. ACL 2014. Association for Computational Linguistics.
  🏆  Best Paper Honorable Mention
  Acceptance rate: 26.2%
• Acquiring Comparative Commonsense Knowledge from the Web  BibTeX   Website
  Niket Tandon, Gerard de Melo, Gerhard Weikum (2014)
  In: Proc. AAAI 2014. AAAI.
  Acceptance rate: 28%
• WebChild: Harvesting and Organizing Commonsense Knowledge from the Web  BibTeX   Website
  Niket Tandon, Gerard de Melo, Fabian M. Suchanek, Gerhard Weikum (2014)
  In: Proc. ACM WSDM 2014. ACM.
  Acceptance rate: 18%
• Taxonomic Data Integration from Multilingual Wikipedia Editions  BibTeX
  Gerard de Melo, Gerhard Weikum (2014)
  Knowledge and Information Systems 39:1, 2014, p. 1-39. Springer Verlag.
  Impact factor: 1.782 (2014)
• Etymological Wordnet: Tracing The History of Words  BibTeX   Website
  Gerard de Melo (2014)
  In: Proc. LREC 2014. ELRA.
• NomLex-PT: A Lexicon of Portuguese Nominalizations  BibTeX   Website
  Valeria de Paiva, Livy Real, Alexandre Rademaker, Gerard de Melo (2014)
  In: Proc. LREC 2014. ELRA.
• Sense-Specific Implicative Commitments  BibTeX
  Gerard de Melo, Valeria de Paiva (2014)
  In: Proc. 15th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2014). Springer LNCS.
  Acceptance rate: ~27%
• Embedding NomLex-BR Nominalizations into OpenWN-PT  BibTeX   Website
  Livy Real, Alexandre Rademaker, Valeria de Paiva, Gerard de Melo (2014)
  In: Proc. 7th Global WordNet Conference (GWC 2014) (Short Paper).
• OpenWordNet-PT: A Project Report  BibTeX   Website
  Alexandre Rademaker, Valeria de Paiva, Gerard de Melo, Livy Real, Maira Gatti (2014)
  In: Proc. 7th Global WordNet Conference (GWC 2014).
• Extending a Lexicon of Portuguese Nominalizations with Data from Corpora  BibTeX
  Cláudia Freitas, Valeria de Paiva, Alexandre Rademaker, Gerard de Melo, Livy Real, Anne Silva (2014)
  In: Computational Processing of the Portuguese Language. Proc. PROPOR 2014. Springer Lecture Notes in Computer Science.
• Exploratory Information Extraction from a Historical Dictionary  BibTeX
  Valeria de Paiva, Dário Oliveira, Suemi Higuchi, Alexandre Rademaker, Gerard de Melo (2014)
  In: Proc. Workshop on Digital Humanities and e-Science at the 10th IEEE International Conference on e-Science.
• Good, Great, Excellent: Global Inference of Semantic Intensities  BibTeX   Website   Slides
  Gerard de Melo, Mohit Bansal (2013)
  Transactions of the Association for Computational Linguistics 1:July 2013, 2013, p. 279-290. ACL. Oral presentation at ACL 2013.
  Acceptance rate: ~23.9%
• OpenWordNet-PT: An Open Brazilian WordNet for Reasoning  BibTeX   Website
  Valeria de Paiva, Alexandre Rademaker, Gerard de Melo (2012)
  In: Proc. COLING 2012 (Demonstration Paper).
• Exploiting Web Data Sources for Advanced NLP  BibTeX
  Gerard de Melo (2012)
  In: COLING 2012 Tutorial Notes.
• UWN: A Large Multilingual Lexical Knowledge Base  BibTeX   Website   Poster
  Gerard de Melo, Gerhard Weikum (2012)
  In: Proc. ACL 2012 (Demonstration Paper). Association for Computational Linguistics.
• Markov Chains for Robust Graph-based Commonsense Information Extraction  BibTeX
  Niket Tandon, Dheeraj Rajagopal, Gerard de Melo (2012)
  In: Proc. COLING 2012 (Demonstration Paper).
• Deriving a Web-Scale Common Sense Fact Database  BibTeX
  Niket Tandon, Gerard de Melo, Gerhard Weikum (2011)
  In: Proc. AAAI 2011. AAAI Press.
  Acceptance rate: 25%
• YAGO2: Exploring and Querying World Knowledge in Time, Space, Context, and Many Languages  BibTeX
  Johannes Hoffart, Fabian M. Suchanek, Klaus Berberich, Edwin Lewis-Kelham, Gerard de Melo, Gerhard Weikum (2011)
  In: Proc. 20th International World Wide Web Conference (WWW 2011) (Demonstration Paper). ACM.
  🏆  Best Demonstration Award
• MENTA: Inducing Multilingual Taxonomies from Wikipedia  BibTeX   Website
  Gerard de Melo, Gerhard Weikum (2010)
  In: Proc. 19th ACM Conference on Information and Knowledge Management (CIKM 2010). ACM.
  🏆  Best Interdisciplinary Paper Award (out of 945 full paper submissions)
  Acceptance rate: 13.3%
• Untangling the Cross-Lingual Link Structure of Wikipedia  BibTeX
  Gerard de Melo, Gerhard Weikum (2010)
  In: Proc. ACL 2010. Association for Computational Linguistics (ACL).
  Acceptance rate: 25%
• Providing Multilingual, Multimodal Answers to Lexical Database Queries  BibTeX
  Gerard de Melo, Gerhard Weikum (2010)
  In: Proc. LREC 2010. ELRA.
• Towards Universal Multilingual Knowledge Bases  BibTeX
  Gerard de Melo, Gerhard Weikum (2010)
  In: Principles, Construction, and Applications of Multilingual Wordnets. Proc. 5th Global WordNet Conference (GWC 2010). Narosa Publishing.
• Information Extraction from Web-Scale N-Gram Data  BibTeX   Slides
  Niket Tandon, Gerard de Melo (2010)
  In: Proc. Web N-gram Workshop at SIGIR 2010. ACM.
• Towards a Universal Wordnet by Learning from Combined Evidence  BibTeX   Website   Slides
  Gerard de Melo, Gerhard Weikum (2009)
  In: Proc. 18th ACM Conference on Information and Knowledge Management (CIKM 2009). ACM.
  Acceptance rate: 14.5%
• Extracting Sense-Disambiguated Example Sentences From Parallel Corpora  BibTeX   Slides
  Gerard de Melo, Gerhard Weikum (2009)
  In: Proc. Workshop on Definition Extraction at RANLP 2009. INCOMA.
• Integrating YAGO into the Suggested Upper Merged Ontology  BibTeX   Website   Slides   Technical Report
  Gerard de Melo, Fabian Suchanek, Adam Pease (2008)
  In: Proc. 20th IEEE ICTAI 2008 (Short Paper). IEEE Computer Society.
• Language as a Foundation of the Semantic Web  BibTeX
  Gerard de Melo, Gerhard Weikum (2008)
  In: Proc. 7th International Semantic Web Conference (ISWC 2008) (Poster Paper). CEUR WS.
• Mapping Roget's Thesaurus and WordNet to French  BibTeX   Website
  Gerard de Melo, Gerhard Weikum (2008)
  In: Proc. LREC 2008. European Language Resources Association (ELRA).
• A Machine Learning Approach to Building Aligned Wordnets  BibTeX
  Gerard de Melo, Gerhard Weikum (2008)
  In: Proc. International Conference on Global Interoperability for Language Resources (ICGL 2008).
  🏆  Best Paper Award
• On the Utility of Automatically Generated Wordnets  BibTeX
  Gerard de Melo, Gerhard Weikum (2007)
  In: Proc. Fourth Global WordNet Conference (GWC 2008). University of Szeged.
• Multilingual Text Classification Using Ontologies  BibTeX   Slides
  Gerard de Melo, Stefan Siersdorfer (2007)
  In: Proc. ECIR 2007. Springer Lecture Notes in Computer Science.
  Acceptance rate: 27.7%
• Adaptive Multilingual Text Classification using Ontologies  BibTeX
  Gerard de Melo (2006)
  Diplomarbeit (Master's Thesis). Johann Wolfgang Goethe-Universität Frankfurt am Main, Germany.

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