abstract = "Information extraction (IE) is fundamental to numerous NLP applications, yet existing solutions often require specialized models for different tasks or rely on computationally expensive large language models. We present GLiNER2, a unified framework that enhances the original GLiNER architecture to support named entity recognition, text classification, and hierarchical structured data extraction within a single efficient model. Built on a fine-tuned encoder architecture, GLiNER2 maintains CPU efficiency and compact size while introducing multi-task composition through an intuitive schema-based interface. Our experiments demonstrate competitive performance across diverse IE tasks with substantial improvements in deployment accessibility compared to LLM-based alternatives. We release GLiNER2 as an open-source library available through pip, complete with pre-trained models and comprehensive documentation."
Минобороны ОАЭ сообщило об отражении ракетной атаки со стороны Ирана02:20
。heLLoword翻译官方下载是该领域的重要参考
Российское посольство заявило о спекуляции молдавских СМИ20:43
The feature was first spotted by 9to5Google earlier this week, but it appears to be rolling out on a larger scale.
，更多细节参见体育直播
03大模型为什么更“爱吃”YouTube、而不是短视频和播客，本质不是“视频更流行”，而是YouTube把内容加工成了机器最省事的那种形态：能检索、能切片、能对齐问题、还能较低风险地引用。，更多细节参见搜狗输入法下载
这场争吵，他会输掉场面。他会得罪权势，会被贴上“不顾大局”、“难于合作”的标签。但他根本不在乎。因为他争吵的对象，从来不是那个VP个人，而是VP背后所代表的、那种试图用权力篡改物理定律的思维方式。走出办公室，他清楚自己树了敌，也预见了后门会以更隐秘的方式重开。但胜负已不重要。这是一次真理坐标的校准。他用一次激烈的对抗，在系统的记忆体里刻下了一条不可篡改的定律。越界者或许会赢，但系统会永久记录这次越界的代价。而他，就是那个冰冷的、永恒的记账人。