70 citations · 123 across the 8 of their papers we have counts for
4 papers · 1 filter
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models
Zhi-Xiu Ye, Qian Chen, Wen Wang +1
The state-of-the-art pre-trained language representation models, such as Bidirectional Encoder Representations from Transformers (BERT), rarely incorporate commonsense knowledge or…
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification
Zhi-Xiu Ye, Zhen-Hua Ling
This paper presents a multi-level matching and aggregation network (MLMAN) for few-shot relation classification. Previous studies on this topic adopt prototypical networks, which c…
Distant Supervision Relation Extraction with Intra-Bag and Inter-Bag Attentions
Zhi-Xiu Ye, Zhen-Hua Ling
This paper presents a neural relation extraction method to deal with the noisy training data generated by distant supervision. Previous studies mainly focus on sentence-level de-no…
Hybrid semi-Markov CRF for Neural Sequence Labeling
Zhi-Xiu Ye, Zhen-Hua Ling
This paper proposes hybrid semi-Markov conditional random fields (SCRFs) for neural sequence labeling in natural language processing. Based on conventional conditional random field…