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2 accepted papers

2023

Fast and Accurate Binary Neural Networks Based on Depth-Width Reshaping

AAAI 2023technical

Network binarization (i.e., binary neural networks, BNNs) can efficiently compress deep neural networks and accelerate model inference but cause severe accuracy degradation. Existing BNNs are mainly implemented based on the commonly used full-precision network backbones, and then the accuracy is imp…

2022

Section-Aware Commonsense Knowledge-Grounded Dialogue Generation with Pre-trained Language Model

COLING 2022main

In knowledge-grounded dialogue generation, pre-trained language models (PLMs) can be expected to deepen the fusing of dialogue context and knowledge because of their superior ability of semantic understanding. Unlike adopting the plain text knowledge, it is thorny to leverage the structural commonse…