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cs.CL2026
AdaExplore: Failure-Driven Adaptation and Diversity-Preserving Search for Efficient Kernel Generation
Weihua Du, Jingming Zhuo, Yixin Dong +9
Recent large language model (LLM) agents have shown promise in using execution feedback for test-time adaptation. However, robust self-improvement remains far from solved: most app…
cs.CL2026
Towards Linguistically-informed Representations for English as a Second or Foreign Language: Review, Construction and Application
Wenxi Li, Xihao Wang, Weiwei Sun
The widespread use of English as a Second or Foreign Language (ESFL) has sparked a paradigm shift: ESFL is not seen merely as a deviation from standard English but as a distinct li…