7 citations · 8 across the 4 of their papers we have counts for
4 papers
GLUECons: A Generic Benchmark for Learning Under Constraints
Hossein Rajaby Faghihi, Aliakbar Nafar, Chen Zheng +7
Recent research has shown that integrating domain knowledge into deep learning architectures is effective -- it helps reduce the amount of required data, improves the accuracy of t…
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…
Relevant CommonSense Subgraphs for "What if..." Procedural Reasoning
Chen Zheng, Parisa Kordjamshidi
We study the challenge of learning causal reasoning over procedural text to answer "What if..." questions when external commonsense knowledge is required. We propose a novel multi-…
SRLGRN: Semantic Role Labeling Graph Reasoning Network
Chen Zheng, Parisa Kordjamshidi
This work deals with the challenge of learning and reasoning over multi-hop question answering (QA). We propose a graph reasoning network based on the semantic structure of the sen…