一篇聚焦提示优化新范式的论文，提出对比反思机制实现迭代改进，为AI代理的信息检索场景提供创新方案。
arXiv:2606.30840v1 Announce Type: new Abstract: LLM agents are becoming central to information retrieval: they issue retrieval queries, synthesize ans…
仅用LLM和对比估计提示就能预测点互信息，PromptNCE方法简洁高效，值得关注。
arXiv:2605.21776v1 Announce Type: new Abstract: Estimating mutual information from text usually requires training a task-specific critic, which limits…
用对比学习提升机器遗忘效果，解决现有方法遗忘不彻底的问题，为模型数据移除提供新思路。
arXiv:2509.16391v3 Announce Type: replace Abstract: Machine unlearning (MU) aims to remove the influence of specific "forget" data from a trained mode…