7 citations · 11 across the 9 of their papers we have counts for
10 papers
Transfer Learning with Synthetic Corpora for Spatial Role Labeling and Reasoning
Roshanak Mirzaee, Parisa Kordjamshidi
Recent research shows synthetic data as a source of supervision helps pretrained language models (PLM) transfer learning to new target tasks/domains. However, this idea is less exp…
LOViS: Learning Orientation and Visual Signals for Vision and Language Navigation
Yue Zhang, Parisa Kordjamshidi
Understanding spatial and visual information is essential for a navigation agent who follows natural language instructions. The current Transformer-based VLN agents entangle the or…
Dynamic Relevance Graph Network for Knowledge-Aware Question Answering
Chen Zheng, Parisa Kordjamshidi
This work investigates the challenge of learning and reasoning for Commonsense Question Answering given an external source of knowledge in the form of a knowledge graph (KG). We pr…
DomiKnowS: A Library for Integration of Symbolic Domain Knowledge in Deep Learning
Hossein Rajaby Faghihi, Quan Guo, Andrzej Uszok +3
We demonstrate a library for the integration of domain knowledge in deep learning architectures. Using this library, the structure of the data is expressed symbolically via graph d…
Relational Gating for "What If" Reasoning
Chen Zheng, Parisa Kordjamshidi
This paper addresses the challenge of learning to do procedural reasoning over text to answer "What if..." questions. We propose a novel relational gating network that learns to fi…
Towards Navigation by Reasoning over Spatial Configurations
Yue Zhang, Quan Guo, Parisa Kordjamshidi
We deal with the navigation problem where the agent follows natural language instructions while observing the environment. Focusing on language understanding, we show the importanc…