most citedConvolutional Neural Network Architectures for Matching Natural Language Sentences

972 citations · 1.3k across the 5 of their papers we have counts for

collaborators

11 papers

cs.CL2016

Memory-enhanced Decoder for Neural Machine Translation

Mingxuan Wang, Zhengdong Lu, Hang Li +1

We propose to enhance the RNN decoder in a neural machine translator (NMT) with external memory, as a natural but powerful extension to the state in the decoding RNN. This memory-e…

cs.CL2016

Neural Machine Translation with External Phrase Memory

Yaohua Tang, Fandong Meng, Zhengdong Lu +2

In this paper, we propose phraseNet, a neural machine translator with a phrase memory which stores phrase pairs in symbolic form, mined from corpus or specified by human experts. F…

cs.CL2016

A Novel Approach to Dropped Pronoun Translation

Longyue Wang, Zhaopeng Tu, Xiaojun Zhang +3

Dropped Pronouns (DP) in which pronouns are frequently dropped in the source language but should be retained in the target language are challenge in machine translation. In respons…

cs.IR2016

Incorporating Semantic Knowledge into Latent Matching Model in Search

Shuxin Wang, Xin Jiang, Hang Li +2

The relevance between a query and a document in search can be represented as matching degree between the two objects. Latent space models have been proven to be effective for the t…

cs.CL2016

Incorporating Copying Mechanism in Sequence-to-Sequence Learning

Jiatao Gu, Zhengdong Lu, Hang Li +1

We address an important problem in sequence-to-sequence (Seq2Seq) learning referred to as copying, in which certain segments in the input sequence are selectively replicated in the…

cs.CL2015213 cited

Neural Responding Machine for Short-Text Conversation

Lifeng Shang, Zhengdong Lu, Hang Li

We propose Neural Responding Machine (NRM), a neural network-based response generator for Short-Text Conversation. NRM takes the general encoder-decoder framework: it formalizes th…