3 papers
cs.PL2026
Context-Free Grammar Inference for Complex Programming Languages in Black Box Settings
Feifei Li, Xiao Chen, Xiaoyu Sun +5
Grammar inference for complex programming languages remains a significant challenge, as existing approaches fail to scale to real world datasets within practical time constraints.…
cs.CL2025
Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster
Xiao Chen, Sihang Zhou, Ke Liang +2
Chain-of-thought (CoT) distillation allows a large language model (LLM) to guide a small language model (SLM) in reasoning tasks. Existing methods train the SLM to learn the long r…
cs.PL2024
Incremental Context-free Grammar Inference in Black Box Settings
Feifei Li, Xiao Chen, Xi Xiao +4
Black-box context-free grammar inference presents a significant challenge in many practical settings due to limited access to example programs. The state-of-the-art methods, Arvada…