DEEPsem publications

2019

• Pengxiang Cheng and Katrin Erk. Implicit Argument Prediction as Reading Comprehension. Proceedings of AAAI.

2018

• • Su Wang, Greg Durrett, and Katrin Erk. Modeling semantic plausibility by injecting world knowledge. Proceedings of NAACL.

• Pengxiang Cheng and Katrin Erk. Implicit argument prediction with event knowledge. Proceedings of NAACL.

2017

• Su Wang, Stephen Roller, and Katrin Erk. Distributional modeling on a diet: one-shot learning from text only. IJCNLP 2017.

2016

• • Stephen Roller and Katrin Erk.  Relations such as Hypernymy: Identifying and Exploiting Hearst Patterns in Distributional Vectors for Lexical Entailment. Proceedings of EMNLP.

  • Stephen Roller and Katrin Erk. PIC a Different Word: A Simple Model for Lexical Substitution in Context. Proceedings of NAACL.

  • Katrin Erk. What do you know about an alligator when you know the company it keeps? Semantics and Pragmatics Vol. 9, 1-63. 

  • Islam Beltagy, Stephen Roller, Pengxiang Cheng, Katrin Erk,and Raymond J. Mooney. Representing meaning with a combination of logical and distributional models. Computational Linguistics 42(4), special issue on formal distributional semantics. Code for the system.

(The papers listed from here on are not publications generated by the project, as they predate it. However, they are directly related to the project and answer questions posed by the project.)

2015

• • Islam Beltagy and Katrin Erk.On the Proper Treatment of Quantifiers in Probabilistic Logic Semantics. Proceedings of IWCS. 

  • Gemma Boleda and Katrin Erk.Distributional Semantic Features as Semantic Primitives – or Not. Knowledge Representation and Reasoning: Integrating Symbolic and Neural Approaches. Papers from the AAAI Spring Symposium. Palo Alto, California: AAAI Press.

2014

• • Stephen Roller, Katrin Erk, and Gemma Boleda. Inclusive yet selective: supervised distributional hypernymy detection. Proceedings of CoLing 2014.

  • Islam Beltagy, Katrin Erk and Raymond Mooney. Probabilistic Soft Logic for Semantic Textual Similarity. Proceedings of ACL 2014.

  • Islam Beltagy, Katrin Erk and Raymond Mooney. Semantic Parsing using Distributional Semantics and Probabilistic Logic. Extended abstract. Proceedings of ACL 2014 Workshop on Semantic Parsing (SP-2014).

  • Islam Beltagy, Stephen Roller, Gemma Boleda, Katrin Erk, and Ray Mooney. UTexas: Natural Language Semantics using Distributional Semantics and Probabilistic Logic. Proceedings of SemEval 2014.

2013

• • Islam Beltagy, Chau Kim Cuong, Gemma Boleda, Dan Garrette, Katrin Erk, and Raymond Mooney. Montague meets Markov: Deep semantics with probabilistic logical form. Proceedings of *SEM 2013.