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A Clustering Framework for Lexical Normalization of Roman Urdu ...
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| 3 |
Adapting Deep Learning for Sentiment Classification of Code-Switched Informal Short Text ...
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| 4 |
A Multi-cascaded Model with Data Augmentation for Enhanced Paraphrase Detection in Short Texts ...
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A Multi-cascaded Deep Model for Bilingual SMS Classification ...
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| 6 |
Improving Text Normalization by Optimizing Nearest Neighbor Matching ...
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Abstract:
Text normalization is an essential task in the processing and analysis of social media that is dominated with informal writing. It aims to map informal words to their intended standard forms. Previously proposed text normalization approaches typically require manual selection of parameters for improved performance. In this paper, we present an automatic optimizationbased nearest neighbor matching approach for text normalization. This approach is motivated by the observation that text normalization is essentially a matching problem and nearest neighbor matching with an adaptive similarity function is the most direct procedure for it. Our similarity function incorporates weighted contributions of contextual, string, and phonetic similarity, and the nearest neighbor matching involves a minimum similarity threshold. These four parameters are tuned efficiently using grid search. We evaluate the performance of our approach on two benchmark datasets. The results demonstrate that parameter tuning on small sized ... : A short paper which outlines an approach for text normalization ( 4 pages long with 1 additional page for references ) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.1712.09518
https://arxiv.org/abs/1712.09518
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| 7 |
Strategies for improving English language Listening Skill (The Case of Distract BANNU)
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In: Research on Humanities and Social Sciences; Vol 4, No 7 (2014); 37-48 (2014)
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| 8 |
Religion and Human Behavior in Eugene O’Neill’s Plays
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In: Studies in Literature and Language; Vol 3, No 1 (2011): Studies in Literature and Language; 68-76 ; 1923-1563 ; 1923-1555 (2011)
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| 9 |
Eugene O’Neill’s Concern with Sexuality and the Behavioral Disorders
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In: Studies in Literature and Language; Vol 1, No 1 (2010): Studies in Literature and Language; 38-49 ; 1923-1563 ; 1923-1555 (2010)
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