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    » Using String-Kernels for Learning Semantic Parsers
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    ACL
    2007
    141views Computational Linguistics» more  ACL 2007»
    Fast Semantic Extraction Using a Novel Neural Network Architecture
    13 years 7 months ago
    Fast Semantic Extraction Using a Novel Neural Network Architecture
    Download  ronan.collobert.com
    We describe a novel neural network architecture for the problem of semantic role labeling. Many current solutions are complicated, consist of several stages and handbuilt features...
    Ronan Collobert, Jason Weston
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    JMLR
    2012
    220views Programming Languages» more  JMLR 2012»
    Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing
    11 years 8 months ago
    Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing
    Download  jmlr.csail.mit.edu
    Open-text semantic parsers are designed to interpret any statement in natural language by inferring a corresponding meaning representation (MR – a formal representation of its s...
    Antoine Bordes, Xavier Glorot, Jason Weston, Yoshu...
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    ACL
    1997
    139views Computational Linguistics» more  ACL 1997»
    Learning Parse and Translation Decisions from Examples with Rich Context
    13 years 7 months ago
    Learning Parse and Translation Decisions from Examples with Rich Context
    Download  www.cs.utexas.edu
    We present a knowledge and context-based system for parsing and translating natural language and evaluate it on sentences from the Wall Street Journal. Applying machine learning t...
    Ulf Hermjakob, Raymond J. Mooney
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    AAAI
    1993
    112views Intelligent Agents» more  AAAI 1993»
    Learning Semantic Grammars with Constructive Inductive Logic Programming
    13 years 7 months ago
    Learning Semantic Grammars with Constructive Inductive Logic Programming
    Download  www.cs.utexas.edu
    Automating the construction of semantic grammars is a di cult and interesting problem for machine learning. This paper shows how the semantic-grammar acquisition problem can be vi...
    John M. Zelle, Raymond J. Mooney
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    EMNLP
    2009
    139views Natural Language Processing» more  EMNLP 2009»
    Unsupervised Semantic Parsing
    13 years 4 months ago
    Unsupervised Semantic Parsing
    Download  www.cs.washington.edu
    We present the first unsupervised approach to the problem of learning a semantic parser, using Markov logic. Our USP system transforms dependency trees into quasi-logical forms, r...
    Hoifung Poon, Pedro Domingos
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