Papers with abbreviation
You Only Read Once (YORO): Learning to Internalize Database Knowledge for Text-to-SQL (2025.naacl-long)
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Hideo Kobayashi, Wuwei Lan, Peng Shi, Shuaichen Chang, Jiang Guo, Henghui Zhu, Zhiguo Wang, Patrick Ng
| Challenge: | Existing text-to-SQL systems encode the same schema for every question, resulting in unnecessary high inference cost and missing crucial database knowledge. |
| Approach: | They propose a paradigm that directly internalizes database knowledge into the parametric knowledge of a text-to-SQL model during training and eliminates the need for schema encoding during inference. |
| Outcome: | The proposed paradigm significantly reduces the input token length by 66%-98% and outperforms traditional systems on three benchmarks. |
A Chinese Dataset with Negative Full Forms for General Abbreviation Prediction (L18-1)
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| Challenge: | a common phenomenon across languages is abbreviation, but it's not always possible to predict it accurately. |
| Approach: | They build a dataset for general Chinese abbreviation prediction using a negative full form . they find that abbrevation prediction can improve the performance of abbreviation recognition . |
| Outcome: | The proposed dataset evaluates models on abbreviation prediction in Chinese . it shows that abbrevation prediction improves performance in language processing tasks . |