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• W2951696129 abstract "We propose a new type of representation learning method that models words, phrases and sentences seamlessly. Our method does not depend on word segmentation and any human-annotated resources (e.g., word dictionaries), yet it is very effective for noisy corpora written in unsegmented languages such as Chinese and Japanese. The main idea of our method is to ignore word boundaries completely (i.e., segmentation-free), and construct representations for all character $n$-grams in a raw corpus with embeddings of compositional sub-$n$-grams. Although the idea is simple, our experiments on various benchmarks and real-world datasets show the efficacy of our proposal." @default.
• W2951696129 created "2019-06-27" @default.
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• W2951696129 date "2018-09-04" @default.
• W2951696129 modified "2023-09-28" @default.
• W2951696129 title "Segmentation-free Compositional $n$-gram Embedding" @default.
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• W2951696129 hasPublicationYear "2018" @default.
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