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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第八十二条 以营利为目的，为赌博提供条件的，或者参与赌博赌资较大的，处五日以下拘留或者一千元以下罚款；情节严重的，处十日以上十五日以下拘留，并处一千元以上五千元以下罚款。
ZDNET's buying advice "Buy cheap, buy twice" was a motto instilled in me by my grandpa, and he had a point. If I'm spending hundreds -- sometimes thousands -- of dollars on cameras and drones, it makes no sense to skimp on the one component responsible for storing the photos and videos I capture with that gear. As I've said many times before, Lexar is a company whose products have never let me down, so it's a no-brainer for me to stick with Lexar, and the 1TB Silver Plus offers a lot of bang for the buck.，这一点在heLLoword翻译官方下载中也有详细论述
Блогершу Лерчек госпитализировали в онкореанимацию02:39。业内人士推荐谷歌浏览器下载作为进阶阅读
Трамп назвал «немыслимое» препятствие миру на Украине02:25