
Eduard Hovy
language models
generation
unsupervised learning
text generation
multi-document summarization
stance detection
linguistics
natural language processing
interpretability
correlation
transformers
large language models
consistency
style
natural language understanding
16
presentations
363
number of views
SHORT BIO
Eduard Hovy is the Executive Director of Melbourne Connect (a research and tech transfer centre at the University of Melbourne), a professor at the University of Melbourne’s School of Computing and Information Systems, and a research professor at the Language Technologies Institute in the School of Computer Science at Carnegie Mellon University. In 2020–21 he served as Program Manager in DARPA’s Information Innovation Office (I2O), where he managed programs in Natural Language Technology and Data Analytics. Dr. Hovy holds adjunct professorships in CMU’s Machine Learning Department and at USC (Los Angeles). Dr. Hovy completed a Ph.D. in Computer Science (Artificial Intelligence) at Yale University in 1987 and was awarded honorary doctorates from the National Distance Education University (UNED) in Madrid in 2013 and the University of Antwerp in 2015. He is one of the initial 17 Fellows of the Association for Computational Linguistics (ACL) and is also a Fellow of the Association for the Advancement of Artificial Intelligence (AAAI). Dr. Hovy’s research focuses on computational semantics of language and addresses various areas in Natural Language Processing and Data Analytics, including in-depth machine reading of text, information extraction, automated text summarization, question answering, the semi-automated construction of large lexicons and ontologies, and machine translation. In early 2022 his Google h-index was 95, with over 54,000 citations. Dr. Hovy is the author or co-editor of eight books and around 400 technical articles and is a popular invited speaker. From 2003 to 2015 he was co-Director of Research for the Department of Homeland Security’s Center of Excellence for Command, Control, and Interoperability Data Analytics, a distributed cooperation of 17 universities. In 2001 Dr. Hovy served as President of the international Association of Computational Linguistics (ACL), in 2001–03 as President of the International Association of Machine Translation (IAMT), and in 2010–11 as President of the Digital Government Society (DGS). Dr. Hovy regularly co-teaches Ph.D.-level courses and has served on Advisory and Review Boards for both research institutes and funding organizations in Germany, Italy, Netherlands, Ireland, Singapore, and the USA.
Presentations

A Sentiment Consolidation Framework for Meta-Review Generation
Miao Li and 2 other authors

Transitive Consistency Constrained Learning for Entity-to-Entity Stance Detection
Haoyang Wen and 2 other authors

What's the Meaning of Superhuman Performance in Today's NLU?
Simone Tedeschi and 11 other authors

PANCETTA: Phoneme Aware Neural Completion to Elicit Tongue Twisters Automatically
Sedrick Keh and 4 other authors

Is there more to NLP than Deep Learning?
Danqi Chen and 8 other authors

On the complementarity of neural and symbolic approaches, and on how to transfer between them
Eduard Hovy

Retrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense in Text Generation Models
Steven Y. Feng and 6 other authors

NAREOR: The Narrative Reordering Problem
Varun Gangal and 4 other authors

SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers
Dheeraj Rajagopal and 3 other authors

SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers
Dheeraj Rajagopal and 3 other authors

SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers
Dheeraj Rajagopal and 3 other authors

Knowledge-Enhanced Evidence Retrieval for Counterargument Generation
Yohan Jo and 5 other authors

Style is NOT a single variable: Case Studies for Cross-Stylistic Language Understanding
Dongyeop Kang and 1 other author

More Identifiable yet Equally Performant Transformers for Text Classification
Rishabh Bhardwaj and 3 other authors

Comparative Error Analysis in Neural and Finite-state Models for Unsupervised Character-level Transduction
Maria Ryskina and 3 other authors

On the Systematicity of Probing Contextualized Word Representations: The Case of Hypernymy in BERT
Abhilasha Ravichander and 4 other authors