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面向私有问答系统的检索增强式大模型稳定输出方法 被引量:2
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作者 李铂鑫 《计算机科学与探索》 北大核心 2025年第1期132-140,共9页
基于大模型的问答系统受大模型语义不一致性问题的影响,会出现“输出结果不稳定”的现象,从而制约着问答系统的安全性、鲁棒性和可信度,严重影响了用户体验。针对上述问题,提出一种面向私有问答系统的检索增强式大模型稳定输出方法。该... 基于大模型的问答系统受大模型语义不一致性问题的影响,会出现“输出结果不稳定”的现象,从而制约着问答系统的安全性、鲁棒性和可信度,严重影响了用户体验。针对上述问题,提出一种面向私有问答系统的检索增强式大模型稳定输出方法。该方法通过优化提示词,让大模型首先输出num_k个用户查询的同义查询,然后输出答案;目的是在大模型输出答案时,可以参考已经输出的num_k个同义查询,从而使大模型的输出结果更加稳定。针对开源大模型因指令理解能力弱而出现的“同义查询生成数目不稳定、输出格式无法解析”等问题,提出通过数据蒸馏的方式,利用闭源大模型自动构建了一个开放域上的检索增强式指令数据集,在该指令集上对开源大模型进行微调。构建了一个私有问答场景下的评估集以验证该方法的有效性。在上述评估集上的实验结果表明,该方法在一致性指标和效果指标上,均显著优于基线方法。与基线方法相比,该方法的一致性指标ROUGE-1、ROUGE-2、ROUGE-L和BLEU分别提升了18.9、30.1、24.5和30.6个百分点,效果指标正确率提升了17.4个百分点。 展开更多
关键词 大模型 检索增强生成 大模型稳定性 问答系统
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Stability assessment of rock surrounding an I-beam supported retreating roadway 被引量:5
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作者 严红 张吉雄 +1 位作者 李林玥 冯锐敏 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第9期3598-3607,共10页
The installation of a back-wall guard-board is the key to successfully supporting underground retreating roadways in coal mines. Based on the coordinate support principle, and using an I-shaped steel support for the s... The installation of a back-wall guard-board is the key to successfully supporting underground retreating roadways in coal mines. Based on the coordinate support principle, and using an I-shaped steel support for the surrounding rock, a mechanical model was developed for the stability of the roadway support and surrounding rock. Analysis of the bearing capacity of the roof back-wall guard-board and modelling of the equations for the maximum deflection and the maximum compressive stress of the top and side beams of the I-shaped steel support were undertaken. Simultaneously, the model was used to calculate and analyse the stability of the top and side beams of the I-shaped steel support structure and analyse the criteria for their stability. The results provide a reliable theoretical basis for the judgment of the stability of the surrounding rock and support structure. The theoretical evaluation results are consistent with field data. Finally, the key support parameters of the top and side beams of the I-shaped steel support structure and the variation of the maximum deflection and the maximum compressive stress as affected by the influence of the guard-board length were investigated. It is concluded that, as the back-board length increases, the maximum compressive stress in the top beam of the I-shaped steel support increases while the compressive stress in the side beam decreases. The results show that the accuracy of judgment of the stability of a supported retreating roadway is improved, providing guidance for the design of such typical I-shaped steel support and back-board structures. 展开更多
关键词 mine support retreating roadway mechanical model back-wall guard-board stability assessment
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