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cs.SE2026
Semantic Voting: Execution-Grounded Consensus for LLM Code Generation
Shan Jiang, Zijian Yi, Chenguang Zhu
LLM code-generation pipelines often sample multiple candidates and select one final answer without access to a complete oracle. Existing pipelines mix textual voting, ranking, and…
cs.LG2026
Sketch-and-Verify: Structured Inference-Time Scaling via Program Sketching
Shan Jiang, Zijian Yi, Chenguang Zhu
SKETCHVERIFY is a within-tier cost-performance policy, not a universal accuracy improvement. The operational question: a practitioner stuck with a small, cheap code model (here, Ge…