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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Tudor is a specialist firefighter. He has saved teams from worse positions than being four points clear of the relegation zone with 10 games to go, which is where Spurs stand now. But that is what makes his defeatist tone so shocking. He spoke of “big problems”, dismissing a question about his 4-4-2 formation with the snort of a man asked about the shade of the carpet in his hallway as his roof burns down. He talked of an attack that lacks quality, of a midfield that cannot run and a defence that is not prepared to “suffer” to keep goals out. He made fairly explicit that he thinks his players lack the requisite character and pointed out how Fulham were better at reading the game, accusing his players of lacking “brain”.，更多细节参见51吃瓜