从形式语言学习视角，剖析微调与上下文学习的根本差异，ACL 2026 重磅论文。
arXiv:2604.23267v2 Announce Type: replace-cross Abstract: Large language models (LLMs) operate in two fundamental learning modes - fine-tuning (FT) an…
探讨如何借鉴语言习得装置，通过合成语言预训练提升大模型的数据效率，为AI发展带来新思路。
arXiv:2605.16758v1 Announce Type: new Abstract: Large Language Models (LLMs) remain substantially less data-efficient than humans. Pre-pretraining (PP…
新型汇编风格编程语言IsalProgram，具有正则语言理论特性，可被有限自动机识别
arXiv:2605.17008v1 Announce Type: cross Abstract: We introduce IsalProgram (Instruction Set and Language for Programming), a novel assembly-like progr…
固定精度Transformer在描述语言时的简洁性，指数级优于线性时序逻辑和循环神经网络，理论证明其强大表达能力。
arXiv:2510.19315v3 Announce Type: replace-cross Abstract: We study succinctness as a measure of the expressive power of transformers. Succinctness -- …