3 papers
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.SE2025
Guided Tensor Lifting
Yixuan Li, José Wesley de Souza Magalhães, Alexander Brauckmann +2
Domain-specific languages (DSLs) for machine learning are revolutionizing the speed and efficiency of machine learning workloads as they enable users easy access to high-performanc…
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…