47 citations · 95 across the 5 of their papers we have counts for
9 papers
Exploring Extreme Parameter Compression for Pre-trained Language Models
Yuxin Ren, Benyou Wang, Lifeng Shang +2
Recent work explored the potential of large-scale Transformer-based pre-trained models, especially Pre-trained Language Models (PLMs) in natural language processing. This raises ma…
A Multi-task Learning Framework for Opinion Triplet Extraction
Chen Zhang, Qiuchi Li, Dawei Song +1
The state-of-the-art Aspect-based Sentiment Analysis (ABSA) approaches are mainly based on either detecting aspect terms and their corresponding sentiment polarities, or co-extract…
Meta-Learning for Neural Relation Classification with Distant Supervision
Zhenzhen Li, Jian-Yun Nie, Benyou Wang +4
Distant supervision provides a means to create a large number of weakly labeled data at low cost for relation classification. However, the resulting labeled instances are very nois…
Encoding word order in complex embeddings
Benyou Wang, Donghao Zhao, Christina Lioma +3
Sequential word order is important when processing text. Currently, neural networks (NNs) address this by modeling word position using position embeddings. The problem is that posi…
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…