Foundations of statistical natural language processing
Foundations of statistical natural language processing
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
Target-Text Mediated Interactive Machine Translation
Machine Translation
Language modeling for soft keyboards
Eighteenth national conference on Artificial intelligence
A classification approach to word prediction
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
Compansion: From research prototype to practical integration
Natural Language Engineering
User-friendly text prediction for translators
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
Testing the efficacy of part-of-speech information in word completion
TextEntry '03 Proceedings of the 2003 EACL Workshop on Language Modeling for Text Entry Methods
Word n-grams for cluster keyboards
TextEntry '03 Proceedings of the 2003 EACL Workshop on Language Modeling for Text Entry Methods
Using measures of semantic relatedness for word sense disambiguation
CICLing'03 Proceedings of the 4th international conference on Computational linguistics and intelligent text processing
Corpus studies in word prediction
Proceedings of the 9th international ACM SIGACCESS conference on Computers and accessibility
SIBYLLE: a system for alternative communication adapting to the context and its user
Proceedings of the 9th international ACM SIGACCESS conference on Computers and accessibility
Semantic & syntactic context-aware text entry methods
Proceedings of the 9th international ACM SIGACCESS conference on Computers and accessibility
Sibylle, An Assistive Communication System Adapting to the Context and Its User
ACM Transactions on Accessible Computing (TACCESS)
Adapting word prediction to subject matter without topic-labeled data
Proceedings of the 10th international ACM SIGACCESS conference on Computers and accessibility
Improved word list ordering for text entry on ambiguous keypads
Proceedings of the 5th Nordic conference on Human-computer interaction: building bridges
User Interaction with Word Prediction: The Effects of Prediction Quality
ACM Transactions on Accessible Computing (TACCESS)
Evaluating word prediction: framing keystroke savings
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Adaptive language modeling for word prediction
HLT-SRWS '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Student Research Workshop
The effects of word prediction on communication rate for AAC
NAACL-Short '07 Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers
Predictive text entry using syntax and semantics
IWPT '09 Proceedings of the 11th International Conference on Parsing Technologies
Word prediction and communication rate in AAC
Telehealth/AT '08 Proceedings of the IASTED International Conference on Telehealth/Assistive Technologies
Scanning methods and language modeling for binary switch typing
SLPAT '10 Proceedings of the NAACL HLT 2010 Workshop on Speech and Language Processing for Assistive Technologies
On the use of topic models for word completion
FinTAL'06 Proceedings of the 5th international conference on Advances in Natural Language Processing
An Artificial Intelligence-based language modeling framework
Expert Systems with Applications: An International Journal
Towards technology-assisted co-construction with communication partners
SLPAT '11 Proceedings of the Second Workshop on Speech and Language Processing for Assistive Technologies
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Discourse-based modeling for AAC
SLPAT '12 Proceedings of the Third Workshop on Speech and Language Processing for Assistive Technologies
Applying prediction techniques to phoneme-based AAC systems
SLPAT '12 Proceedings of the Third Workshop on Speech and Language Processing for Assistive Technologies
Non-syntactic word prediction for AAC
SLPAT '12 Proceedings of the Third Workshop on Speech and Language Processing for Assistive Technologies
Basic word completion and prediction for hebrew
SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval
Hi-index | 0.00 |
We propose an integrated approach to interactive word-completion for users with linguistic disabilities in which semantic knowledge combines with $n$-gram probabilities to predict semantically more-appropriate words than $n$-gram methods alone. First, semantic relatives are found for English words, specifically for nouns, and they form the semantic knowledge base. The selection process for these semantically related words is first to rank the pointwise mutual information of co-occurring words in a large corpus and then to identify the semantic relatedness of these words by a Lesk-like filter. Then, the semantic knowledge is used to measure the semantic association of completion candidates with the context. Those that are semantically appropriate to the context are promoted to the top positions in prediction lists due to their high association with context. Experimental results show a performance improvement when using the integrated model for the completion of nouns.