Papers with beam search over programs
Semantic Scaffolds for Pseudocode-to-Code Generation (2020.acl-main)
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| Challenge: | Existing methods for program generation use lightweight structures to represent high-level semantics and syntactic composition of a program. |
| Approach: | They propose a method for program generation based on semantic scaffolds . they use line-level natural language pseudocode annotations to search for programs . |
| Outcome: | The proposed method achieves 10% improvement in top-100 accuracy over the current state-of-the-art method. |