Smoa: Improving multi-agent large language models with sparse mixture-of-agents

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From generation to judgment: Opportunities and challenges of llm-as-a-judge

D Li, B Jiang, L Huang, A Beigi, C Zhao, Z Tan… - arxiv preprint arxiv …, 2024 - arxiv.org
Assessment and evaluation have long been critical challenges in artificial intelligence (AI)
and natural language processing (NLP). However, traditional methods, whether matching …
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Reasoning based on symbolic and parametric knowledge bases: a survey

M Xu, Y Ning, Y Li, J Chen, J Wen, Y **ao… - arxiv preprint arxiv …, 2025 - arxiv.org
Reasoning is fundamental to human intelligence, and critical for problem-solving, decision-
making, and critical thinking. Reasoning refers to drawing new conclusions based on …
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