自适应多示例提示学习，用语义感知缓存复用提升LLM推理效率
arXiv:2605.03644v2 Announce Type: replace Abstract: Many-Shot In-Context Learning (ICL) has emerged as a promising paradigm, leveraging extensive exam…
让大模型生成时真正理解语义，跳出传统词元预测，论文提出Projectional Decoding新方法
arXiv:2605.30054v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used to generate software artifacts across many softwa…
代码大模型的数据污染检测新框架，语义感知实现细粒度识别，提升模型评估可靠性
arXiv:2605.24079v1 Announce Type: cross Abstract: Data contamination is a known threat to the reliability of model evaluation. However, it remains und…
提出UxSID模型，用语义感知对超长用户行为序列建模，显著提升推荐系统兴趣捕捉精度。
arXiv:2605.09040v3 Announce Type: replace-cross Abstract: Modeling ultra-long user sequences involves a difficult trade-off between efficiency and eff…
用大语言模型实现语义感知的在线OS调优，解决黑盒优化难题。
arXiv:2605.15026v1 Announce Type: cross Abstract: Online OS tuning can improve long-running services, but existing controllers are poorly matched to l…