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ACL
2015
10 years 5 days ago
Predicting Polarities of Tweets by Composing Word Embeddings with Long Short-Term Memory
In this paper, we introduce Long ShortTerm Memory (LSTM) recurrent network for twitter sentiment prediction. With the help of gates and constant error carousels in the memory bloc...
Xin Wang, Yuanchao Liu, Chengjie Sun, Baoxun Wang,...
90
Voted
ACL
2015
10 years 5 days ago
Exploring the Planet of the APEs: a Comparative Study of State-of-the-art Methods for MT Automatic Post-Editing
Downstream processing of machine translation (MT) output promises to be a solution to improve translation quality, especially when the MT system’s internal decoding process is n...
Rajen Chatterjee, Marion Weller, Matteo Negri, Mar...
89
Voted
ACL
2015
10 years 5 days ago
Statistical Machine Translation Features with Multitask Tensor Networks
We present a three-pronged approach to improving Statistical Machine Translation (SMT), building on recent success in the application of neural networks to SMT. First, we propose ...
Hendra Setiawan, Zhongqiang Huang, Jacob Devlin, T...
91
Voted
ACL
2015
10 years 5 days ago
Open IE as an Intermediate Structure for Semantic Tasks
Semantic applications typically extract information from intermediate structures derived from sentences, such as dependency parse or semantic role labeling. In this paper, we stud...
Gabriel Stanovsky, Ido Dagan, Mausam
ACL
2015
10 years 5 days ago
Plug Latent Structures and Play Coreference Resolution
We present cort, a modular toolkit for devising, implementing, comparing and analyzing approaches to coreference resolution. The toolkit allows for a unified representation of po...
Sebastian Martschat, Patrick Claus, Michael Strube...