Papers with security analysis
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text (2025.coling-main)
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| Challenge: | Large Language Models (LLMs) have shown remarkable performance in various NLP tasks, including semantic parsing, which translates natural language into formal code representations. |
| Approach: | They propose a semantic captioning task to repurpose semantic parsing datasets for semantic captions. |
| Outcome: | The proposed model outperforms random selection and other methods by 39% on BLEU score. |