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cs.AI2025
HyGenar: An LLM-Driven Hybrid Genetic Algorithm for Few-Shot Grammar Generation
Weizhi Tang, Yixuan Li, Chris Sypherd +2
Grammar plays a critical role in natural language processing and text/code generation by enabling the definition of syntax, the creation of parsers, and guiding structured outputs.…
cs.AI2025
Online Prompt Selection for Program Synthesis
Yixuan Li, Lewis Frampton, Federico Mora +1
Large Language Models (LLMs) demonstrate impressive capabilities in the domain of program synthesis. This level of performance is not, however, universal across all tasks, all LLMs…
cs.AI2024
Guiding Enumerative Program Synthesis with Large Language Models
Yixuan Li, Julian Parsert, Elizabeth Polgreen
Pre-trained Large Language Models (LLMs) are beginning to dominate the discourse around automatic code generation with natural language specifications. In contrast, the best-perfor…