Gerard de Melo

Selected Publications

NextLevelBERT: Investigating Masked Language Modeling with Higher-Level Representations for Long Documents BibTeX arXiv Code
Tamara Czinczoll, Christoph Hönes, Maximilian Schall, Gerard de Melo (2024)
In: Proc. ACL 2024.
On the Challenges and Opportunities in Generative AI BibTeX
Laura Manduchi, Kushagra Pandey, Robert Bamler, Ryan Cotterell, Sina Däubener, Sophie Fellenz, Asja Fischer, Thomas Gärtner, Matthias Kirchler, Marius Kloft, Yingzhen Li, Christoph Lippert, Gerard de Melo, Eric Nalisnick, Björn Ommer, Rajesh Ranganath, Maja Rudolph, Karen Ullrich, Guy Van den Broeck, Julia E Vogt, Yixin Wang, Florian Wenzel, Frank Wood, Stephan Mandt, Vincent Fortuin (2024)
ArXiv 2403.00025, 2024.
MedBench: A Large-Scale Chinese Benchmark for Evaluating Medical Large Language Models BibTeX arXiv
Yan Cai, Linlin Wang, Ye Wang, Gerard de Melo, Ya Zhang, Yanfeng Wang, Liang He (2024)
In: Proc. AAAI 2024.
Design and Evaluation of an AI-Augmented Screening System for Venture Capitalists BibTeX
Marc Maurer, Tolga Buz, Christian Dremel, Gerard de Melo (2024)
In: Proc. ECIS 2024. Association for Information Systems.
Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit’s Showerthoughts BibTeX arXiv
Tolga Buz, Benjamin Frost, Nikola Genchev, Moritz Schneider, Lucie-Aimée Kaffee, Gerard de Melo (2024)
In: Proc. *SEM 2024. ACL.
ArtQuest: Countering Hidden Language Biases in ArtVQA BibTeX Presentation Video
Tibor Bleidt, Sedigheh Eslami, Gerard de Melo (2024)
In: Proc. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2024).
Democratisation of retail trading: a data-driven comparison of Reddit’s WallStreetBets to investment bank analysts BibTeX arXiv
Tolga Buz, Gerard de Melo (2024)
Journal of Business Analytics, 2024. Taylor & Francis.
Acceptance rate: 14%
A Corpus of Persian Literary Text BibTeX
Shahab Raji, Malihe Alikhani, Gerard de Melo, Matthew Stone (2024)
Language Resources and Evaluation, 2024.
Generating Persona-Aware Empathetic Responses With Retrieval-Augmented Prompt Learning BibTeX
Zhengjie Huang, Pingsheng Liu, Gerard de Melo, Liang He, Linlin Wang (2024)
In: Proc. ICASSP 2024.
Highly Regarded Investors? Mining Predictive Value from the Collective Intelligence of Reddit’s WallStreetBets BibTeX Code
Tolga Buz, Moritz Schneider, Lucie-Aimée Kaffee, Gerard de Melo (2024)
In: ACM Web Science Conference (Websci ’24), May 21–24, 2024, Stuttgart, Germany. ACM, New York, NY, USA.
GUIDE: Creating Semantic Domain Dictionaries for Low-Resource Languages BibTeX Code
Jonathan Janetzki, Gerard de Melo, Joshua Nemecek, Daniel Whitenack (2024)
In: Proc. 6th Workshop on Research in Computational Linguistic Typology and Multilingual NLP (SIGTYP 2024).
Multilingual Knowledge Graphs and Low-Resource Languages: A Review BibTeX
Lucie-Aimée Kaffee, Russa Biswas, C. Maria Keet, Edlira Kalemi Vakaj, Gerard de Melo (2023)
Transactions on Graph Data and Knowledge 1:1, 2023, p. 10:1–10:19. Schloss Dagstuhl – Leibniz-Zentrum für Informatik.
Knowledge Graph Embeddings: Open Challenges and Opportunities BibTeX
Russa Biswas, Lucie-Aimée Kaffee, Michael Cochez, Stefania Dumbrava, Theis E. Jendal, Matteo Lissandrini, Vanessa Lopez, Eneldo Loza Mencía, Heiko Paulheim, Harald Sack, Edlira Kalemi Vakaj, Gerard de Melo (2023)
Transactions on Graph Data and Knowledge 1:1, 2023, p. 4:1–4:32. Schloss Dagstuhl – Leibniz-Zentrum für Informatik.
Large Language Models and Knowledge Graphs: Opportunities and Challenges BibTeX arXiv
Jeff Z. Pan, Simon Razniewski, Jan-Christoph Kalo, Sneha Singhania, Jiaoyan Chen, Stefan Dietze, Hajira Jabeen, Janna Omeliyanenko, Wen Zhang, Matteo Lissandrini, Russa Biswas, Gerard de Melo, Angela Bonifati, Edlira Vakaj, Mauro Dragoni, Damien Graux (2023)
Transactions on Graph Data and Knowledge 1:1, 2023, p. 2:1–2:38. Schloss Dagstuhl – Leibniz-Zentrum für Informatik.
Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification using Graph Neural Networks? BibTeX arXiv Code
Margarita Bugueño, Gerard de Melo (2023)
In: Findings of the Association for Computational Linguistics: EMNLP 2023. Association for Computational Linguistics.
Efficient Parallelization Layouts for Large-Scale Distributed Model Training BibTeX arXiv Code
Johannes Hagemann, Samuel Weinbach, Konstantin Dobler, Maximilian Schall, Gerard de Melo (2023)
In: Workshop on Advancing Neural Network Training: Computational Efficiency, Scalability, and Resource Optimization (WANT@NeurIPS 2023) (Oral). OpenReview.
🏆 Best Paper Award
A Disentangled-Attention Based Framework with Persona-Aware Prompt Learning for Dialogue Generation BibTeX
Pingsheng Liu, Zhengjie Huang, Zhang Xiechi, Linlin Wang, Gerard de Melo, Xin Lin, Liang Pang, Liang He (2023)
In: Proc. AAAI 2023. AAAI Press.
Acceptance rate: 19.6%
Disentangled CVAEs with Contrastive Learning for Explainable Recommendation BibTeX
Zefeng Cai, Linlin Wang, Gerard de Melo, Zhu Cao, Liang He (2023)
In: Proc. AAAI 2023. AAAI Press.
Acceptance rate: 19.6%
Multi-Modal Bias: Introducing a Framework for Stereotypical Bias Assessment beyond Gender and Race in Vision–Language Models BibTeX arXiv Presentation Video
Sepehr Janghorbani, Gerard de Melo (2023)
In: Proc. EACL 2023. Association for Computational Linguistics.
PubMedCLIP: How Much Does CLIP Benefit Visual Question Answering in the Medical Domain? BibTeX arXiv Presentation Video Data Code
Sedigheh Eslami, Christoph Meinel, Gerard de Melo (2023)
In: Findings of the Association for Computational Linguistics: EACL 2023. Association for Computational Linguistics.
Model-Agnostic Bias Measurement in Link Prediction BibTeX Presentation Video
Lena Schwertmann, Manoj Prabhakar Kannan Ravi, Gerard de Melo (2023)
In: Findings of the Association for Computational Linguistics: EACL 2023. Association for Computational Linguistics.
ViLPAct: A Benchmark for Compositional Generalization on Multimodal Human Activities BibTeX arXiv Presentation Video
Terry Yue Zhuo, Yaqing Liao, Yuecheng Lei, Lizhen Qu, Gerard de Melo, Xiaojun Chang, Yazhou Ren, Zenglin Xu (2023)
In: Findings of the Association for Computational Linguistics: EACL 2023. Association for Computational Linguistics.
A Closer Look at Transformer Attention for Multilingual Translation BibTeX
Jingyi Zhang, Hongfei Xu, Kehai Chen, Gerard de Melo (2023)
In: Proc. 8th Conference on Machine Translation (WMT 2023). Association for Computational Linguistics.
Resolving Elliptical Compounds in German Medical Text BibTeX Code
Niklas Kammer, Florian Borchert, Silvia Winkler, Gerard de Melo, Matthieu-P. Schapranow (2023)
In: 22nd Workshop on Biomedical NLP at ACL 2023. Association for Computational Linguistics.
FARSEC: A Reproducible Framework for Automatic Real-Time Vehicle Speed Estimation Using Traffic Cameras BibTeX
Lucas Liebe, Franz Sauerwald, Sylwester Sawicki, Matthias Schneider, Leo Schuhmann, Tolga Buz, Paul Boes, Ahmad Ahmadov, Gerard de Melo (2023)
ArXiv 2309.14468, 2023.
IntentDial: An Intent Graph based Multi-Turn Dialogue System with Reasoning Path Visualization BibTeX
Zengguang Hao, Jie Zhang, Binxia Xu, Yafang Wang, Gerard de Melo, Xiaolong Li (2023)
ArXiv 2310.11818, 2023.
WallStreetBets: An Analysis of Investment Advice Democratization BibTeX
Tolga Buz, Gerard de Melo (2023)
In: Proc. HICSS 2023.
Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning BibTeX Code
Honglu Zhou, Advith Chegu, Samuel S. Sohn, Zuohui Fu, Gerard de Melo, Mubbasir Kapadia (2023)
In: Proc. IJCAI 2023.
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models BibTeX Website arXiv
Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao, Abu Awal Md Shoeb, Abubakar Abid, Adam Fisch, Adam R. Brown, Adam Santoro, Aditya Gupta, Adrià Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W. Kocurek, Ali Safaya, Ali Tazarv, Alice Xiang, Alicia Parrish, Allen Nie, Aman Hussain, Amanda Askell, Amanda Dsouza, et al. (2023)
Transactions on Machine Learning Research (TMLR), 2023.
NL-Augmenter 🦎 → 🐍: A Framework for Task-Sensitive Natural Language Augmentation BibTeX Website/Code arXiv Presentation Video
Kaustubh Dhole, Varun Gangal, Sebastian Gehrmann, Aadesh Gupta, Zhenhao Li, Saad Mahamood, Abinaya Mahadiran, Simon Mille, Ashish Shrivastava, Samson Tan, Tongshang Wu, Jascha Sohl-Dickstein, Jinho D. Choi, Eduard Hovy, Ondřej Dušek, Sebastian Ruder, Sajant Anand, Nagender Aneja, Rabin Banjade, Lisa Barthe, Hanna Behnke, Ian Berlot-Attwell, Connor Boyle, Caroline Brun, Marco Antonio Sobrevilla Cabezudo, et al. (2023)
Northern European Journal of Language Technology 9:1, 2023.
Knowledge Graphs BibTeX Website arXiv Data
Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutierrez, José Emilio Labra Gayo, Sabrina Kirrane, Sebastian Neumaier, Axel Polleres, Roberto Navigli, Axel-Cyrille Ngonga Ngomo, Sabbir M. Rashid, Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab, Antoine Zimmermann (2022)
ACM Computing Surveys (CSUR) 54:4, 2022, p. 71:1–71:37. Association for Computing Machinery.
Impact factor: 7.990 (2019)
Purely Attention Based Local Feature Integration for Video Classification BibTeX
Xiang Long, Gerard de Melo, Dongliang He, Fu Li, Zhizhen Chi, Shilei Wen, Chuang Gan (2022)
IEEE Transactions on Pattern Analysis and Machine Intelligence 44:4, 2022, p. 2140–2154.
Impact factor: 17.861
D-HYPR: Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning BibTeX arXiv Slides Code
Honglu Zhou, Advith Chegu, Samuel Sohn, Zuohui Fu, Gerard de Melo, Mubbasir Kapadia (2022)
In: Proc. CIKM 2022. ACM.
🏆 Best Paper Award
Acceptance rate: 23%
Fast-R2D2: A Pretrained Recursive Neural Network based on Pruned CKY for Grammar Induction and Text Representation BibTeX arXiv Code
Xiang Hu, Haitao Mi, Liang Li, Gerard de Melo (2022)
In: Proc. EMNLP 2022. Association for Computational Linguistics.
Curriculum Prompt Learning with Self-Training for Abstractive Dialogue Summarization BibTeX Slides
Changqun Li, Linlin Wang, Xin Lin, Gerard de Melo, Liang He (2022)
In: Proc. EMNLP 2022. Association for Computational Linguistics.
Purely Attention Based Local Feature Integration for Video Classification BibTeX
Xiang Long, Gerard de Melo, Dongliang He, Fu Li, Zhizhen Chi, Shilei Wen, Chuang Gan (2022)
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 44:4, 2022, p. 2140–2154.
Impact factor: 17.861 (2019)
Improving Personalized Explanation Generation through Visualization BibTeX
Shijie Geng, Zuohui Fu, Yingqiang Ge, Lei Li, Gerard de Melo, Yongfeng Zhang (2022)
In: Proc. ACL 2022. Association for Computational Linguistics.
Multi-Scale Distribution Deep Variational Autoencoder for Explanation Generation BibTeX
ZeFeng Cai, Linlin Wang, Gerard de Melo, Fei Sun, Liang He (2022)
In: Findings of ACL 2022. Association for Computational Linguistics.
Art Creation with Multi-Conditional StyleGANs BibTeX arXiv Presentation Video Code
Konstantin Dobler, Florian Hübscher, Jan Westphal, Alejandro Sierra-Múnera, Gerard de Melo, Ralf Krestel (2022)
In: Proc. IJCAI-ECAI 2022 (Special Track on AI, the Arts and Creativity).
Path Language Modeling over Knowledge Graphs for Explainable Recommendation BibTeX Presentation Video
Shijie Geng, Zuohui Fu, Juntao Tan, Yingqiang Ge, Gerard de Melo, Yongfeng Zhang (2022)
In: Proc. ACM Web Conference 2022 (WWW 2022). ACM.
Acceptance rate: 17.7%
Frozen CLIP Models are Efficient Video Learners BibTeX arXiv Code
Ziyi Lin, Shijie Geng, Renrui Zhang, Gerard de Melo, Xiaogang Wang, Jifeng Dai, Yu Qiao, Peng Gao, Hongsheng Li (2022)
In: Proc. ECCV 2022. Springer Lecture Notes in Computer Science.
Assessing Combinational Generalization of Language Models in Biased Scenarios BibTeX
Yanbo Fang, Zuohui Fu, Xin Dong, Yongfeng Zhang, Gerard de Melo (2022)
In: Proc. AACL-IJCNLP 2022. Association for Computational Linguistics.
Temporal Event Reasoning using Multi-Source Auxiliary Learning Objectives BibTeX Poster
Xin Dong, Tanay Kumar Saha, Ke Zhang, Joel Tetreault, Alejandro Jaimes, Gerard de Melo (2022)
In: Proc. ECIR 2022 (Short Paper). Springer-Verlag.
Acceptance rate: 22%
WallStreetBets Beyond GameStop, YOLOs, and the Moon: The Unique Traits of Reddit’s Finance Communities BibTeX Blog Presentation Video
Pratik Agrawal, Tolga Buz, Gerard de Melo (2022)
In: Proc. AMCIS 2022. Association for Information Systems.
🏆 Best AMCIS 2022 Top 25% Complete Papers
Masked-Piper: Masking personal identities in visual recordings while preserving multimodal information BibTeX Code
Babajide Owoyele, James Trujillo, Gerard de Melo, Wim Pouw (2022)
SoftwareX, 2022. Elsevier.
Impact factor: 3.4 (2022)
Die digitale Vermessung der Zukunft BibTeX
Steffen Bauer, Ingo Kollosche, André Uhl, Gerard de Melo, Kerstin Fritzsche (2022)
CO:DINA Positionspapier 9.
Fourth Knowledge-aware and Conversational Recommender Systems Workshop (KaRS) BibTeX Website
Vito Walter Anelli, Pierpaolo Basile, Gerard de Melo, Francesco Maria Donini, Antonio Ferrara, Cataldo Musto, Fedelucio Narducci, Azzurra Ragone, Markus Zanker (2022)
In: RecSys ’22: Proc. Sixteenth ACM Conference on Recommender Systems. ACM.
Knowledge Graphs BibTeX Website Order Data
Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutierrez, Sabrina Kirrane, José Emilio Labra Gayo, Roberto Navigli, Sebastian Neumaier, Axel-Cyrille Ngonga Ngomo, Axel Polleres, Sabbir M. Rashid, Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab, Antoine Zimmermann (2021)
Synthesis Lectures on Data, Semantics, and Knowledge. Morgan & Claypool.
R2D2: Recursive Transformer based on Differentiable Tree for Interpretable Hierarchical Language Modeling BibTeX arXiv
Xiang Hu, Haitao Mi, Zujie Wen, Yafang Wang, Yi Su, Jing Zheng, Gerard de Melo (2021)
In: Proc. ACL-IJCNLP 2021. Association for Computational Linguistics.
Acceptance rate: 21%
Assessing Emoji Use in Modern Text Processing Tools 👨🏽‍🔬 BibTeX arXiv
Abu Awal Md Shoeb, Gerard de Melo (2021)
In: Proc. ACL-IJCNLP 2021. Association for Computational Linguistics.
Data Augmentation with Adversarial Training for Cross-Lingual NLI BibTeX
Xin Dong, Yaxin Zhu, Zuohui Fu, Dongkuan Xu, Gerard de Melo (2021)
In: Proc. ACL-IJCNLP 2021. Association for Computational Linguistics.
Context-Aware Interaction Network for Question Matching BibTeX arXiv
Zhe Hu, Zuohui Fu, Yu Yin, Gerard de Melo (2021)
In: Proc. EMNLP 2021 (Short Paper). Association for Computational Linguistics.
Guilt by Association: Emotion Intensities in Lexical Representations BibTeX arXiv
Shahab Raji, Gerard de Melo (2021)
In: Proc. EMNLP 2021 (Short Paper). Association for Computational Linguistics.
TIME: Text and Image Mutual-Translation Adversarial Networks BibTeX arXiv Slides
Bingchen Liu, Kunpeng Song, Yizhe Zhu, Gerard de Melo, Ahmed Elgammal (2021)
In: Proc. AAAI 2021.
Acceptance rate: 21%
Dense Contrastive Visual-Linguistic Pretraining BibTeX arXiv Code
Lei Shi, Kai Shuang, Shijie Geng, Peng Su, Zhengkai Jiang, Peng Gao, Zuohui Fu, Gerard de Melo, Sen Su (2021)
In: Proc. ACM Multimedia (MM) 2021.
Acceptance rate: ~27.9%
EXACTA: Explainable Column Annotation BibTeX Presentation Video
Yikun Xian, Handong Zhao, Tak Yeon Lee, Sungchul Kim, Ryan Rossi, Zuohui Fu, Gerard de Melo, S. Muthukrishnan (2021)
In: Proc. KDD 2021 (Applied Data Science Track). ACM.
Acceptance rate: 19.6%
Faithfully Explainable Recommendation via Neural Logic Reasoning BibTeX arXiv Poster Code
Yaxin Zhu, Yikun Xian, Zuohui Fu, Gerard de Melo, Yongfeng Zhang (2021)
In: Proc. NAACL-HLT 2021 (Short Paper). ACL.
Popcorn: Human-in-the-loop Popularity Debiasing in Conversational Recommender Systems BibTeX
Zuohui Fu, Yikun Xian, Shijie Geng, Gerard de Melo, Yongfeng Zhang (2021)
In: Proc. CIKM 2021. ACM.
Acceptance rate: 21.7%
Semantics-Aware Typographical Choices via Affective Associations BibTeX
Tugba Kulahcioglu, Gerard de Melo (2021)
Language Resources and Evaluation 55:1, 2021, p. 105–126. Springer Verlag.
Personality Predictive Lexical Cues and their Correlations BibTeX
Xiaoli He, Gerard de Melo (2021)
In: Proc. RANLP 2021 (Short Paper).
Fast and Effective Biomedical Entity Linking Using a Dual Encoder BibTeX arXiv Code
Rajarshi Bhowmik, Karl Stratos, Gerard de Melo (2021)
In: Proc. LOUHI 2021: The 12th International Workshop on Health Text Mining and Information Analysis, colocated with EACL 2021. ACL.
Exploiting Image–Text Synergy for Contextual Image Captioning BibTeX Poster Code
Sreyasi Nag Chowdhury, Rajarshi Bhowmik, Hareesh Ravi, Gerard de Melo, Simon Razniewski, Gerhard Weikum (2021)
In: Proc. 3rd Workshop Beyond Vision and Language: Integrating Real-world Knowledge (LANTERN), colocated with EACL 2021. ACL.
🏆 Best Paper Award
Forecasting mit Artificial Intelligence BibTeX
Nicole de Melo, Gerard de Melo (2021)
REthinking: Finance 2, 2021. Handelsblatt Fachmedien.
HOOPS: Human-in-the-Loop Graph Reasoning for Conversational Recommendation BibTeX Data
Zuohui Fu, Yikun Xian, Yaxin Zhu, Shuyuan Xu, Zelong Li, Gerard de Melo, Yongfeng Zhang (2021)
In: Proc. SIGIR 2021 (Resource Track). ACM.
TeamS at VQA-Med 2021: BBN-Orchestra for Long-tailed Medical Visual Question Answering BibTeX
Sedigheh Eslami, Gerard de Melo, Christoph Meinel (2021)
In: CLEF 2021 Working Notes. CEUR-WS CEUR Workshop Proceedings.
🏆 Ranked 3rd in ImageCLEF VQA-Med 2021
Should You Take Investment Advice From WallStreetBets? A Data-Driven Approach BibTeX
Tolga Buz, Gerard de Melo (2021)
ArXiv 2105.02728, 2021.
Incorporating Pragmatic Reasoning Communication into Emergent Language BibTeX arXiv Presentation Video
Yipeng Kang, Tonghan Wang, Gerard de Melo (2020)
In: Proc. NeurIPS 2020 (Spotlight Paper).
Acceptance rate: 20% (4% for spotlight/oral)
ABSent: Cross-Lingual Sentence Representation Mapping with Bidirectional GANs BibTeX arXiv
Zuohui Fu, Yikun Xian, Shijie Geng, Yingqiang Ge, Yuting Wang, Xin Dong, Guang Wang, Gerard de Melo (2020)
In: Proc. AAAI 2020. AAAI Press.
Acceptance rate: 20.6%
OOGAN: Disentangling GAN with One-Hot Sampling and Orthogonal Regularization BibTeX Website/Code arXiv
Bingchen Liu, Yizhe Zhu, Zuohui Fu, Gerard de Melo, Ahmed Elgammal (2020)
In: Proc. AAAI 2020. AAAI Press.
Acceptance rate: 20.6%
Long Short-Term Sample Distillation BibTeX arXiv
Liang Jiang, Zujie Wen, Zhongping Liang, Yafang Wang, Gerard de Melo, Zhe Li, Liangzhuang Ma, Jiaxing Zhang, Xiaolong Li, Yuan Qi (2020)
In: Proc. AAAI 2020. AAAI Press.
Acceptance rate: 20.6%
Asymmetrical Hierarchical Networks with Attentive Interactions for Interpretable Review-based Recommendation BibTeX arXiv
Xin Dong, Jingchao Ni, Wei Cheng, Zhengzhang Chen, Bo Zong, Dongjin Song, Yanchi Liu, Haifeng Chen, Gerard de Melo (2020)
In: Proc. AAAI 2020. AAAI Press.
Acceptance rate: 20.6%
SCALOR: Generative World Models with Scalable Object Representations BibTeX Website arXiv Slides Code
Jindong Jiang, Sepehr Janghorbani, Gerard de Melo, Sungjin Ahn (2020)
In: Proc. ICLR 2020. OpenReview.net.
Acceptance rate: 26.5%
What Sparks Joy: The AffectVec Emotion Database BibTeX Website Presentation Video
Shahab Raji, Gerard de Melo (2020)
In: Proc. The Web Conference 2020 (Short Paper). ACM.
Acceptance rate: <25% (Short Papers)
Fonts Like This but Happier: A New Way to Discover Fonts BibTeX
Tugba Kulahcioglu, Gerard de Melo (2020)
In: Proc. ACM Multimedia 2020. ACM.
Acceptance rate: 27.8%
A Joint Framework for Inductive Representation Learning and Explainable Reasoning in Knowledge Graphs BibTeX Website/Code arXiv
Rajarshi Bhowmik, Gerard de Melo (2020)
In: Proc. ISWC 2020.
Acceptance rate: 22%
EmoTag1200 👍: Understanding the Association between Emojis 😄 and Emotions 😻 BibTeX Website arXiv Slides Presentation Video
Abu Awal Md Shoeb, Gerard de Melo (2020)
In: Proc. EMNLP 2020. Association for Computational Linguistics.
Acceptance rate: 24.6%
HID: Hierarchical Multiscale Representation Learning for Information Diffusion BibTeX Code
Honglu Zhou, Shuyuan Xu, Zuohui Fu, Gerard de Melo, Yongfeng Zhang, Mubbasir Kapadia (2020)
In: Proc. IJCAI 2020. International Joint Conferences on Artificial Intelligence Organization.
Acceptance rate: 12.6%
Fairness-Aware Explainable Recommendation over Knowledge Graphs BibTeX arXiv
Zuohui Fu, Yikun Xian, Ruoyuan Gao, Jieyu Zhao, Qiaoying Huang, Yingqiang Ge, Shuyuan Xu, Shijie Geng, Chirag Shah, Yongfeng Zhang, Gerard de Melo (2020)
In: Proc. SIGIR 2020. ACM.
Acceptance rate: 26%
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable Recommendation BibTeX arXiv Presentation Video Code
Yikun Xian, Zuohui Fu, Handong Zhao, Yingqiang Ge, Xu Chen, Qiaoying Huang, Shijie Geng, Zhou Qin, Gerard de Melo, S. Muthukrishnan, Yongfeng Zhang (2020)
In: Proc. CIKM 2020. ACM.
Acceptance rate: 21%
Leveraging Adversarial Training in Self-Learning for Cross-Lingual Text Classification BibTeX arXiv Data
Xin Dong, Yaxin Zhu, Yupeng Zhang, Zuohui Fu, Dongkuan Xu, Sen Yang, Gerard de Melo (2020)
In: Proc. SIGIR 2020 (Short Paper). ACM.
Acceptance rate: 30%
Cross-Lingual Emotion Lexicon Induction using Representation Alignment in Low-Resource Settings BibTeX Website
Arun Ramachandran, Gerard de Melo (2020)
In: Proc. COLING 2020. International Committee on Computational Linguistics.
Sentence Analogies: Linguistic Regularities in Sentence Embeddings BibTeX arXiv
Xunjie Zhu, Gerard de Melo (2020)
In: Proc. COLING 2020.
Domain-Specific Sentiment Lexicons Induced from Labeled Documents BibTeX
SM Mazharul Islam, Xin Dong, Gerard de Melo (2020)
In: Proc. COLING 2020.
Data Augmentation for Multiclass Utterance Classification – A Systematic Study BibTeX
Binxia Xu, Siyuan Qiu, Jie Zhang, Yafang Wang, Xiaoyu Shen, Gerard de Melo (2020)
In: Proc. COLING 2020.
Query Distillation: BERT-based Distillation for Ensemble Ranking BibTeX
Wangshu Zhang, Junhong Liu, Zujie Wen, Yafang Wang, Gerard de Melo (2020)
In: Proc. COLING 2020 (Industry Track).
Interactive Question Clarification in Dialogue via Reinforcement Learning BibTeX arXiv
Xiang Hu, Zujie Wen, Yafang Wang, Xiaolong Li, Gerard de Melo (2020)
In: Proc. COLING 2020 (Industry Track).
Affect-Aware Word Clouds BibTeX
Tugba Kulahcioglu, Gerard de Melo (2020)
ACM Transactions on Interactive Intelligent Systems (TiiS), 2020. ACM.
Impact factor: 1.63 (2020)
MuReX: Multi-Document Semantic Relation Extraction for News Analytics BibTeX Website
Yongpan Sheng, Zenglin Xu, Yafang Wang, Gerard de Melo (2020)
WWW Journal 23, 2020, p. 2043–2077. Springer Verlag.
Impact factor: 1.77
Reinforcement Learning over Knowledge Graphs for Explainable Dialogue Intent Mining BibTeX Website
Kai Yang, Kong Xinyu, Yafang Wang, Jie Zhang, Gerard de Melo (2020)
IEEE Access 8, 2020, p. 85348–85358. IEEE.
Impact factor: 4.098 (2018 JCR)
Hydroinformatics and the Web: Analytics and Dissemination of Hydrology Data for Climate Change and Sustainability BibTeX
Drashti Pathak, Aparna S. Varde, Gerard de Melo, Clement Alo (2020)
ACM SIGWEB Newsl. Autumn, 2020. Association for Computing Machinery.
Knowledge Fusion via Joint Tensor and Matrix Factorization BibTeX
Zengguang Hao, Yafang Wang, Zining Liu, Gerard de Melo, Zenglin Xu (2020)
Cognitive Computation 12:3, 2020, p. 642–653. Springer Verlag.
Impact factor: 4.287
Knowledge Graphs BibTeX Website
Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutierrez, José Emilio Labra Gayo, Sabrina Kirrane, Sebastian Neumaier, Axel Polleres, Roberto Navigli, Axel-Cyrille Ngonga Ngomo, Sabbir M. Rashid, Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab, Antoine Zimmermann (2020)
ArXiv 2003.02320, 2020.
GitEvolve: Predicting the Evolution of GitHub Repositories BibTeX Code
Honglu Zhou, Hareesh Ravi, Carlos M. Muniz, Vahid Azizi, Linda Ness, Gerard de Melo, Mubbasir Kapadia (2020)
ArXiv 2010.04366, 2020.
Character Matters: Video Story Understanding with Character-Aware Relations BibTeX
Shijie Geng, Ji Zhang, Zuohui Fu, Peng Gao, Hang Zhang, Gerard de Melo (2020)
ArXiv 2005.08646, 2020.
COOKIE: A Dataset for Conversational Recommendation over Knowledge Graphs in E-Commerce BibTeX Website
Zuohui Fu, Yikun Xian, Yaxin Zhu, Yongfeng Zhang, Gerard de Melo (2020)
ArXiv 2008.09237, 2020.
Inducing Universal Semantic Tag Vectors BibTeX
Da Huo, Gerard de Melo (2020)
In: Proc. 12th Language Resources and Evaluation Conference (LREC 2020). European Language Resources Association.
Correcting the Autocorrect: Context-Aware Typographical Error Correction via Training Data Augmentation BibTeX arXiv Data
Kshitij Shah, Gerard de Melo (2020)
In: Proc. 12th Language Resources and Evaluation Conference (LREC 2020).
Facts That Matter: Dynamic Fact Retrieval for Entity-Centric Search Queries BibTeX Code
Atharva Prabhat Paranjpe, Rajarshi Bhowmik, Gerard de Melo (2020)
In: Proc. International Semantic Web Conference 2020 (ISWC 2020) (Poster Paper). CEUR-WS.
Public Opinion Matters: Mining Social Media Text for Environmental Management BibTeX
Xu Du, Matthew Kowalski, Aparna Varde, Gerard de Melo, Robert W. Taylor (2020)
ACM SIGWEB Newsletter Autumn 2019, 2020. ACM.
EasyAug: An Automatic Textual Data Augmentation Platform for Classification Tasks BibTeX Presentation Video
Siyuan Qiu, Binxia Xu, Jie Zhang, Yafang Wang, Xiaoyu Shen, Gerard de Melo, Chong Long, Xiaolong Li (2020)
In: Proc. The Web Conference 2020 (Companion Volume) (Demonstration Paper). ACM WWW 2020.
Illustrate Your Story: Enriching Text with Images BibTeX Presentation Video
Sreyasi Nag Chowdhury, William Cheng, Gerard de Melo, Simon Razniewski, Gerhard Weikum (2020)
In: Proc. WSDM 2020 (Demonstration Paper). ACM.
Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation BibTeX Data/Code
Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu, Jie Zhou (2019)
In: Proc. ACL 2019. Association for Computational Linguistics.
Acceptance rate: 22.7%
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts BibTeX Website/Code arXiv
Rajarshi Bhowmik, Gerard de Melo (2019)
In: Proc. The Web Conference 2019. ACM.
Acceptance rate: 18%
Paralinguistic Recommendations for Affective Word Clouds BibTeX Presentation Video
Tugba Kulahcioglu, Gerard de Melo (2019)
In: Proc. ACM IUI 2019. ACM.
Acceptance rate: 25%
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation BibTeX arXiv Presentation Video Code
Yikun Xian, Zuohui Fu, S. Muthukrishnan, Gerard de Melo, Yongfeng Zhang (2019)
In: Proc. SIGIR 2019. ACM.
Acceptance rate: 20%
EmoTag – Towards an Emotion-Based Analysis of Emojis BibTeX Website Slides
Abu Awal Md Shoeb, Shahab Raji, Gerard de Melo (2019)
In: Proc. RANLP 2019.
Acceptance rate: 8.7% (Long Presentation Papers)
CITE: A Corpus Of Text-Image Discourse Relations BibTeX Website/Code arXiv
Malihe Alikhani, Sreyasi Nag Chowdhury, Gerard de Melo, Matthew Stone (2019)
In: Proc. NAACL-HLT 2019 (Short Paper). Association for Computational Linguistics.
Acceptance rate: 21.3%
A Robust Self-Learning Framework for Cross-Lingual Text Classification BibTeX Code
Xin Dong, Gerard de Melo (2019)
In: Proc. EMNLP-IJCNLP 2019 (Short Paper). ACL.
Acceptance rate: 20.5%
Using Multi-Sense Vector Embeddings for Reverse Dictionaries BibTeX Website/Code arXiv
Michael Aloys Hedderich, Andrew Yates, Dietrich Klakow, Gerard de Melo (2019)
In: Proc. IWCS 2019. Association for Computational Linguistics.
Understanding Archetypes of Fake News by Fine-grained Classification BibTeX
Liqiang Wang, Yafang Wang, Gerard de Melo, Gerhard Weikum (2019)
Social Network Analysis and Mining (SNAM) 9:1, 2019, p. 37. Springer.
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%
Attention Clusters: Purely Attention Based Local Feature Integration for Video Classification BibTeX arXiv Supplemental Material Data
Xiang Long, Chuang Gan, Gerard de Melo, Jiajun Wu, Xiao Liu, Shilei Wen (2018)
In: Proc. CVPR 2018.
🏆 Backbone of winning solution in ActivityNet 2017 Kinetics Challenge
Acceptance rate: 29.6%
Cross-Lingual Propagation for Deep Sentiment Analysis BibTeX Website
Xin Dong, Gerard de Melo (2018)
In: Proc. AAAI 2018. AAAI Press.
Acceptance rate: 25%
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
Exploring Semantic Properties of Sentence Embeddings (Short Paper) BibTeX Slides Presentation Video
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.
PACRR: A Position-Aware Neural IR Model for Relevance Matching BibTeX arXiv Slides Presentation Video 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). International World Wide Web Conferences Steering Committee.
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)
RE-PACRR: A Context and Density-Aware Neural Information Retrieval Model BibTeX Slides Code
Kai Hui, Andrew Yates, Klaus Berberich, Gerard de Melo (2017)
In: Proc. Neu-IR 2017 SIGIR Workshop on Neural Information Retrieval. ACM.
WebChild 2.0: Fine-Grained Commonsense Knowledge Distillation BibTeX Website
Niket Tandon, Gerard de Melo, Gerhard Weikum (2017)
In: Proc. ACL 2017 (Demonstration Paper). ACL.
PEAK: Pyramid Evaluation via Automated Knowledge Extraction BibTeX Website/Code 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)
Lexvo.org: Language-Related Information for the Linguistic Linked Data Cloud BibTeX Website Lexvo API
Gerard de Melo (2015)
Semantic Web 6:4, 2015, p. 393-400. IOS Press.
Impact factor: 1.786 (2016)
WebChild: Harvesting and Organizing Commonsense Knowledge from the Web BibTeX Website Slides
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 Website
Gerard de Melo, Gerhard Weikum (2014)
Knowledge and Information Systems 39:1, 2014, p. 1-39. Springer Verlag.
Impact factor: 1.782 (2014)
Towards a Universal Wordnet by Learning from Combined Evidence BibTeX Website/UWN API Code Slides
Gerard de Melo, Gerhard Weikum (2009)
In: Proc. 18th ACM Conference on Information and Knowledge Management (CIKM 2009). ACM.
Acceptance rate: 14.5%

Position:	Professor, Chair of Artificial Intelligence and Intelligent Systems Hasso Plattner Institute / University of Potsdam Potsdam, Germany

Additional:	Member of University of Potsdam Cognitive Sciences Research Focus
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Gerard de Melo

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