相关实验视频

Updated: Jan 10, 2026

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

可解释的人工智能与微调的大型语言模型用于可持续的文化遗产管理

Kai Zhou¹, Wei Chen², Wenqi Sheng³

¹School of Architecture and Urban Planning, Chongqing University, Chongqing, China.

Scientific reports

|November 21, 2025

概括

这项研究开发了一个AI框架 (方面情感四倍预测) 来分析公众对遗产遗址的看法. 人工智能模型通过识别影响游客情绪的关键因素来增强遗产管理.

科学领域:

遗产管理遗产管理
人工智能的人工智能
城市规划城市规划

背景情况:

文化遗产遗址的重建需要了解公众的看法.
在历史悠久的城市地区平衡保护和现代化是复杂的.
作为联合国教科文组织遗址的丽江古城面临着这些挑战.

研究的目的:

引入一个人工智能驱动的框架,用于方面情绪四倍预测 (ASQP).
利用社交媒体数据评估公众对丽江古城的看法.
为可持续的遗产管理提供见解.

主要方法:

微调了使用LoRA进行情绪分析的Qwen-14B大型语言模型.
集成的BERT,BiLSTM,自我注意力,CNN和CRF用于增强分析.
分析了来自微博,大忠天平和小红洲 (2018-2024) 的社交媒体数据.

主要成果:

增强的Qwen-14B + ASQP模型提高了F1得分的0.97%和精度的4.48%.
确定了影响公众对遗产遗址看法的关键因素.
证明了该模型在发现隐含的情绪线索方面的有效性.

结论:

人工智能框架为遗产管理和城市规划提供了宝贵的见解.
对公众的看法分析对于平衡保护和现代化至关重要.
该研究支持文化遗产地区的可持续发展.

关键词:

建筑遗产建筑遗产建筑遗产保护文化遗产保护文化遗产洛拉 (LoRA) 是一个名字.这就是 SHAP SHAP 的意思.可持续的城市遗产管理

更多相关视频

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

相关概念视频

Non-equilibrium in the Cell

Non-equilibrium in the Cell

An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...

Language and Cognition

Language and Cognition

Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.

Improving Translational Accuracy

Improving Translational Accuracy

Improving Translational Accuracy

Improving Translational Accuracy

Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...