47 citations · 96 across the 6 of their papers we have counts for
6 papers
Assessing the Memory Ability of Recurrent Neural Networks
Cheng Zhang, Qiuchi Li, Lingyu Hua +1
It is known that Recurrent Neural Networks (RNNs) can remember, in their hidden layers, part of the semantic information expressed by a sequence (e.g., a sentence) that is being pr…
Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks
Chen Zhang, Qiuchi Li, Dawei Song
Due to their inherent capability in semantic alignment of aspects and their context words, attention mechanism and Convolutional Neural Networks (CNNs) are widely applied for aspec…
Syntax-Aware Aspect-Level Sentiment Classification with Proximity-Weighted Convolution Network
Chen Zhang, Qiuchi Li, Dawei Song
It has been widely accepted that Long Short-Term Memory (LSTM) network, coupled with attention mechanism and memory module, is useful for aspect-level sentiment classification. How…
CNM: An Interpretable Complex-valued Network for Matching
Qiuchi Li, Benyou Wang, Massimo Melucci
This paper seeks to model human language by the mathematical framework of quantum physics. With the well-designed mathematical formulations in quantum physics, this framework unifi…
Semantic Hilbert Space for Text Representation Learning
Benyou Wang, Qiuchi Li, Massimo Melucci +1
Capturing the meaning of sentences has long been a challenging task. Current models tend to apply linear combinations of word features to conduct semantic composition for bigger-gr…
Structured Information Retrieval Strategies for Localising Software Changes
Qiuchi Li, Yijun Yu, Dawei Song +1
During software maintenance and evolution, developers need to deal with a large number of change requests by modifying existing code or adding code into the system. An efficient ta…