Misspelling Semantics In Thai

June 20, 2022 ยท Declared Dead ยท ๐Ÿ› International Conference on Language Resources and Evaluation

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Authors Pakawat Nakwijit, Matthew Purver arXiv ID 2206.09680 Category cs.CL: Computation & Language Citations 4 Venue International Conference on Language Resources and Evaluation Last Checked 5 months ago
Abstract
User-generated content is full of misspellings. Rather than being just random noise, we hypothesise that many misspellings contain hidden semantics that can be leveraged for language understanding tasks. This paper presents a fine-grained annotated corpus of misspelling in Thai, together with an analysis of misspelling intention and its possible semantics to get a better understanding of the misspelling patterns observed in the corpus. In addition, we introduce two approaches to incorporate the semantics of misspelling: Misspelling Average Embedding (MAE) and Misspelling Semantic Tokens (MST). Experiments on a sentiment analysis task confirm our overall hypothesis: additional semantics from misspelling can boost the micro F1 score up to 0.4-2%, while blindly normalising misspelling is harmful and suboptimal.
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