134 citations · 718 across the 111 of their papers we have counts for
5 papers · 1 filter
Plan-And-Write: Towards Better Automatic Storytelling
Lili Yao, Nanyun Peng, Ralph Weischedel +3
Automatic storytelling is challenging since it requires generating long, coherent natural language to describes a sensible sequence of events. Despite considerable efforts on autom…
On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency Parsing
Wasi Uddin Ahmad, Zhisong Zhang, Xuezhe Ma +3
Different languages might have different word orders. In this paper, we investigate cross-lingual transfer and posit that an order-agnostic model will perform better when transferr…
Learning Robust, Transferable Sentence Representations for Text Classification
Wasi Uddin Ahmad, Xueying Bai, Nanyun Peng +1
Despite deep recurrent neural networks (RNNs) demonstrate strong performance in text classification, training RNN models are often expensive and requires an extensive collection of…
Stack-Pointer Networks for Dependency Parsing
Xuezhe Ma, Zecong Hu, Jingzhou Liu +3
We introduce a novel architecture for dependency parsing: \emph{stack-pointer networks} (\textbf{\textsc{StackPtr}}). Combining pointer networks~\citep{vinyals2015pointer} with an…
Multi-task Learning for Universal Sentence Embeddings: A Thorough Evaluation using Transfer and Auxiliary Tasks
Wasi Uddin Ahmad, Xueying Bai, Zhechao Huang +3
Learning distributed sentence representations is one of the key challenges in natural language processing. Previous work demonstrated that a recurrent neural network (RNNs) based s…