3 papers
cs.SE2026
From Fragments to Paths: Task-Level Context Recovery for Large Industrial Codebases
Jiawei He, Weisong Sun, Mengyu Shi +4
Large language models have shown strong performance on software engineering (SE) tasks, yet understanding large industrial repositories remains challenging. Existing methods often…
cs.CL2026
SSDAU: Structured Semantic Data Augmentation for Joint Entity and Relation Extraction
Jiawei He, Mengyu Shi, Jiawei Liu +6
Joint Entity and Relation Extraction (JERE) is highly sensitive to training data quality, making data augmentation a natural way to improve generalization. However, existing augmen…
cs.SE2026
ProcCtrlBench: Evaluating Process-Level Defects and Control Preservation in LLM Coding Agents
Jiawei He, Jie Jia, Chenbo Liu +4
Existing benchmarks for LLM coding agents primarily evaluate final outcomes. While useful for measuring overall capability, these metrics provide limited visibility and often miss…