8 citations · 15 across the 3 of their papers we have counts for
4 papers · 1 filter
Incorporate Semantic Structures into Machine Translation Evaluation via UCCA
Jin Xu, Yinuo Guo, Junfeng Hu
Copying mechanism has been commonly used in neural paraphrasing networks and other text generation tasks, in which some important words in the input sequence are preserved in the o…
Understanding and Improving Multi-Sense Word Embeddings via Extended Robust Principal Component Analysis
Haoyue Shi, Yuqi Sun, Junfeng Hu
Unsupervised learned representations of polysemous words generate a large of pseudo multi senses since unsupervised methods are overly sensitive to contextual variations. In this p…
Context Aware Document Embedding
Zhaocheng Zhu, Junfeng Hu
Recently, doc2vec has achieved excellent results in different tasks. In this paper, we present a context aware variant of doc2vec. We introduce a novel weight estimating mechanism…
Max-Cosine Matching Based Neural Models for Recognizing Textual Entailment
Zhipeng Xie, Junfeng Hu
Recognizing textual entailment is a fundamental task in a variety of text mining or natural language processing applications. This paper proposes a simple neural model for RTE prob…