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• W141372029 abstract "Although there has been significant previous work on semi-supervised learning for classification, there has been relatively little in sequence modeling. This paper presents an approach that leverages recent work in manifold-learning on sequences to discover word clusters from language data, including both syntactic classes and semantic topics. From unlabeled data we form a smooth. low-dimensional feature space, where each word token is projected based on its underlying role as a function or content word. We then use this projection as additional input features to a linear-chain conditional random field trained on limited labeled training data. On standard part-of-speech tagging and Chinese word segmentation data sets we show as much as 14% error reduction due to the unlabeled data, and also statistically-significant improvements over a related semi-supervised sequence tagging method due to Miller et al." @default.
• W141372029 created "2016-06-24" @default.
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• W141372029 date "2005-07-09" @default.
• W141372029 modified "2023-09-22" @default.
• W141372029 title "Semi-supervised sequence modeling with syntactic topic models" @default.
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