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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."
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。旺商聊官方下载是该领域的重要参考
3014367110http://paper.people.com.cn/rmrb/pc/content/202603/06/content_30143671.htmlhttp://paper.people.com.cn/rmrb/pad/content/202603/06/content_30143671.html11921 全面贯彻落实党的二十届四中全会精神 推动实现“十五五”良好开局
I also enable Skip local 2FA, and set the Additional scopes to openid email profile so that Forgejo will be able to access user email address and profile information.，这一点在im钱包官方下载中也有详细论述