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."
前几天刷视频，看到一个博主分享她的云南旅行。一个人在大理的咖啡馆发呆，在沙溪古镇的田埂上走了两小时，晚上回到青旅，和刚认识的陌生人拼了顿火锅。这个视频的标题中，有个词吸引了我的目光——solo trip。
Мерц резко сменил риторику во время встречи в Китае09:25，详情可参考PDF资料
二是神舟二十三号飞行乘组中的1名航天员，将开展一年期驻留试验，而目前均为半年。，更多细节参见heLLoword翻译官方下载
这反映出当前中国 AI 产业一个冷酷的现实：大模型研发正在从依赖少数“天才英雄”的作坊式突击，转向比拼组织算力、工程流水线与商业变现的重工业时代。
Олимпийская чемпионка по фигурному катанию Алина Загитова в своем Telegram-канале пожаловалась на проблемы с лицом.。币安_币安注册_币安下载是该领域的重要参考