ВсеГосэкономикаБизнесРынкиКапиталСоциальная сфераАвтоНедвижимостьГородская средаКлимат и экологияДеловой климат
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."
。雷电模拟器官方版本下载是该领域的重要参考
青山区“21街危旧房合作化改造项目”是湖北省首个通过“住宅合作社”模式完成的改造项目，134户居民发起成立“住宅合作社”。原拆原建住新房，老居民们住进了敞亮的新楼，“安居梦”照进现实。
На Западе обратились к Киеву с внезапным призывомPL: Киеву нужно стать хорошим соседом для Москвы ради членства в ЕС
，详情可参考同城约会
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Around 19 million barrels of oil, or 20% of the global oil trade, passes through the Strait of Hormuz each day. On average, exports from the Gulf constitute 80% to 90% of oil brought into Japan, and 30% to 40% of oil imported into China.，推荐阅读体育直播获取更多信息