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ACL
2015
10 years 11 days ago
The Fixed-Size Ordinally-Forgetting Encoding Method for Neural Network Language Models
In this paper, we propose the new fixedsize ordinally-forgetting encoding (FOFE) method, which can almost uniquely encode any variable-length sequence of words into a fixed-size...
Shiliang Zhang, Hui Jiang 0001, Mingbin Xu, Junfen...
ACL
2015
10 years 11 days ago
S-MART: Novel Tree-based Structured Learning Algorithms Applied to Tweet Entity Linking
Non-linear models recently receive a lot of attention as people are starting to discover the power of statistical and embedding features. However, tree-based models are seldom stu...
Yi Yang, Ming-Wei Chang
ACL
2015
10 years 11 days ago
Encoding Distributional Semantics into Triple-Based Knowledge Ranking for Document Enrichment
Document enrichment focuses on retrieving relevant knowledge from external resources, which is essential because text is generally replete with gaps. Since conventional work prima...
Muyu Zhang, Bing Qin, Mao Zheng, Graeme Hirst, Tin...
ACL
2015
10 years 11 days ago
Improving social relationships in face-to-face human-agent interactions: when the agent wants to know user's likes and dislikes
This paper tackles the issue of the detection of user’s verbal expressions of likes and dislikes in a human-agent interaction. We present a system grounded on the theoretical fr...
Caroline Langlet, Chloé Clavel
ACL
2015
10 years 11 days ago
Generative Event Schema Induction with Entity Disambiguation
This paper presents a generative model to event schema induction. Previous methods in the literature only use head words to represent entities. However, elements other than head w...
Kiem-Hieu Nguyen, Xavier Tannier, Olivier Ferret, ...
ACL
2015
10 years 11 days ago
Knowledge Portability with Semantic Expansion of Ontology Labels
Our research focuses on the multilingual enhancement of ontologies that, often represented only in English, need to be translated in different languages to enable knowledge access...
Mihael Arcan, Marco Turchi, Paul Buitelaar
ACL
2015
10 years 11 days ago
Environment-Driven Lexicon Induction for High-Level Instructions
We focus on the task of interpreting complex natural language instructions to a robot, in which we must ground high-level commands such as microwave the cup to low-level actions s...
Dipendra Kumar Misra, Kejia Tao, Percy Liang, Ashu...
ACL
2015
10 years 11 days ago
Tackling Sparsity, the Achilles Heel of Social Networks: Language Model Smoothing via Social Regularization
Online social networks nowadays have the worldwide prosperity, as they have revolutionized the way for people to discover, to share, and to diffuse information. Social networks ar...
Rui Yan, Xiang Li, Mengwen Liu, Xiaohua Hu
ACL
2015
10 years 11 days ago
An Effective Neural Network Model for Graph-based Dependency Parsing
Most existing graph-based parsing models rely on millions of hand-crafted features, which limits their generalization ability and slows down the parsing speed. In this paper, we p...
Wenzhe Pei, Tao Ge, Baobao Chang
ACL
2015
10 years 11 days ago
Multiple Many-to-Many Sequence Alignment for Combining String-Valued Variables: A G2P Experiment
We investigate multiple many-to-many alignments as a primary step in integrating supplemental information strings in string transduction. Besides outlining DP based solutions to t...
Steffen Eger