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cs.SE2026
SWE-Future: Forecast-Conditioned Data Synthesis for Future-Oriented Software Engineering Agents
Qiao Zhao, JianYing Qu, Jun Zhang +3
Realistic coding-agent benchmarks often replay public GitHub issues and pull requests, making them vulnerable to overlap with model pretraining, fine-tuning, synthetic-data generat…
cs.SE2026
Code-QA-Bench: Separating Code Reasoning from Documentation Memorization in Repository-Level QA
Jun Zhang, JianYing Qu, Hanwen Du +3
We present Code-QA-Bench, a fully automated framework for synthesizing repository-level code understanding benchmarks that separates genuine code comprehension from documentation r…