Papers with domain-agnostic filtering mechanism
Weakly Supervised Semantic Parsing with Execution-based Spurious Program Filtering (2023.emnlp-main)
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| Challenge: | Existing methods to train a semantic parser from weak supervision focus on exploiting similarities between examples based on domain-specific knowledge. |
| Approach: | They propose a domain-agnostic filtering mechanism based on program execution results to identify and filter out programs with significantly different semantics from the other programs. |
| Outcome: | The proposed method improves the performance of existing weakly-supervised parsers by incorporating a majority vote on the program search results. |