Search Results for author: Xin Cui

Found 3 papers, 1 papers with code

JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs

1 code implementation Findings (ACL) 2021 Pei Ke, Haozhe Ji, Yu Ran, Xin Cui, LiWei Wang, Linfeng Song, Xiaoyan Zhu, Minlie Huang

Existing pre-trained models for knowledge-graph-to-text (KG-to-text) generation simply fine-tune text-to-text pre-trained models such as BART or T5 on KG-to-text datasets, which largely ignore the graph structure during encoding and lack elaborate pre-training tasks to explicitly model graph-text alignments.

Graph Reconstruction KG-to-Text Generation +3

Shapley Interpretation and Activation in Neural Networks

no code implementations13 Sep 2019 Yadong Li, Xin Cui

Our method is based on an accurate analytical approximation to the Shapley value of a neuron with ReLU activation.

Decision Making

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