Papers by Anton Osokin
SPARQLing Database Queries from Intermediate Question Decompositions (2021.emnlp-main)
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| Challenge: | Using annotated datasets is difficult as it requires query-language expertise. |
| Approach: | They propose a crowdsourcing pipeline to annotate natural language questions using intermediate question representations. |
| Outcome: | The proposed pipeline reduces the burden of annotating a large dataset with queries by using intermediate question representations. |
Searching for Better Database Queries in the Outputs of Semantic Parsers (2023.findings-eacl)
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| Challenge: | generating a database query from a question in natural language is a longstanding task . the task is amplified when the system needs to generalize to databases unseen at training. |
| Approach: | They propose to generalize a query to databases unseen at training . they use state-of-the-art semantic parsers to find queries that meet the criterion . |
| Outcome: | The proposed approach finds that many queries pass all tests on different datasets. |