Путешествия для россиян стали еще дороже из-за конфликта на Ближнем Востоке20:37
而在距离界首市一两小时车程的河南淮阳太昊陵景区前，一个二三十平方米的压缩馍摊位，竞拍费高达百万元。
Москалькова заявила о новых условиях Киева для возвращения россиян с территории Украины14:51。快连下载安装是该领域的重要参考
Москвичей призвали помнить об одной опасности14:49。关于这个话题，雷速体育提供了深入分析
‘尹 훈장’ 거부한 교장…3년만에 李대통령 훈장 받고 “감사”，这一点在爱思助手下载最新版本中也有详细论述
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."