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Integration of cognitive tasks into artificial general intelligence test for large models
March 7, 2024, 5:48 a.m. | Youzhi Qu, Chen Wei, Penghui Du, Wenxin Che, Chi Zhang, Wanli Ouyang, Yatao Bian, Feiyang Xu, Bin Hu, Kai Du, Haiyan Wu, Jia Liu, Quanying Liu
cs.CL updates on arXiv.org arxiv.org
Abstract: During the evolution of large models, performance evaluation is necessarily performed to assess their capabilities and ensure safety before practical application. However, current model evaluations mainly rely on specific tasks and datasets, lacking a united framework for assessing the multidimensional intelligence of large models. In this perspective, we advocate for a comprehensive framework of cognitive science-inspired artificial general intelligence (AGI) tests, aimed at fulfilling the testing needs of large models with enhanced capabilities. The cognitive …
abstract application artificial artificial general intelligence arxiv capabilities cognitive cs.ai cs.cl current datasets evaluation evolution framework general however integration intelligence large models multidimensional performance practical safety specific tasks tasks test type united
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