346 citations
- Georgia Institute of TechnologyUS38 papers
- Atlanta University CenterUS11 papers
- University of PennsylvaniaUS11 papers
- Yale UniversityUS9 papers
- University of ChicagoUS8 papers
- California Institute of TechnologyUS7 papers
- Georgia State UniversityUS7 papers
- M.N. Mikheev Institute of Metal PhysicsRU7 papers
- Princeton UniversityUS7 papers
- University of Illinois Urbana-ChampaignUS7 papers
- Bar-Ilan UniversityIL6 papers
- Carnegie Mellon UniversityUS6 papers
9 papers · 2 filters
An Approach to Inference-Driven Dialogue Management within a Social Chatbot
Sarah E. Finch, James D. Finch, Daniil Huryn +4
We present a chatbot implementing a novel dialogue management approach based on logical inference. Instead of framing conversation a sequence of response generation tasks, we model…
Semi-Supervised Text Classification via Self-Pretraining
Payam Karisani, Negin Karisani
We present a neural semi-supervised learning model termed Self-Pretraining. Our model is inspired by the classic self-training algorithm. However, as opposed to self-training, Self…
Intensionalizing Abstract Meaning Representations: Non-Veridicality and Scope
Gregor Williamson, Patrick Elliott, Yuxin Ji +1
Abstract Meaning Representation (AMR) is a graphical meaning representation language designed to represent propositional information about argument structure. However, at present i…
StreamSide: A Fully-Customizable Open-Source Toolkit for Efficient Annotation of Meaning Representations
Jinho D. Choi, Gregor Williamson
This demonstration paper presents StreamSide, an open-source toolkit for annotating multiple kinds of meaning representations. StreamSide supports frame-based annotation schemes e.…
The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders
Han He, Jinho D. Choi
Multi-task learning with transformer encoders (MTL) has emerged as a powerful technique to improve performance on closely-related tasks for both accuracy and efficiency while a que…
ELIT: Emory Language and Information Toolkit
Han He, Liyan Xu, Jinho D. Choi
We introduce ELIT, the Emory Language and Information Toolkit, which is a comprehensive NLP framework providing transformer-based end-to-end models for core tasks with a special fo…