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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.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…
cs.AI2023
Reinforcement Learning and Data-Generation for Syntax-Guided Synthesis
Julian Parsert, Elizabeth Polgreen
Program synthesis is the task of automatically generating code based on a specification. In Syntax-Guided Synthesis (SyGuS) this specification is a combination of a syntactic templ…