Papers with cross-lingual compositional generalization
Compositional Generalization in Multilingual Semantic Parsing over Wikidata (2022.tacl-1)
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| Challenge: | Semantic parsers are mostly designed for and evaluated on English resources, such as CFQ. |
| Approach: | They propose a method for creating a multilingual, parallel question-query dataset . they analyze compositional generalization of parsers in Hebrew, Kannada, Chinese, and English . |
| Outcome: | The proposed method analyzes compositional generalization of parsers in Hebrew, Kannada, Chinese, and English. |
On Evaluating Multilingual Compositional Generalization with Translated Datasets (2023.acl-long)
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| Challenge: | a growing amount of research investigating compositional generalization in NLP is done on English . a critical semantic distortion is a limitation of the translation of datasets . |
| Approach: | They propose to translate a dataset for evaluating compositional generalization in semantic parsing. |
| Outcome: | The proposed benchmarks show that the translation of the MCWQ dataset suffers from semantic distortion. |