安恩:对抗性新闻网提供了强大的假新闻分类
Shiza Maham1, Abdullah Tariq1, Muhammad Usman Ghani Khan1,2
1National Center of Artificial Intelligence, Al-Khawarizmi Institute of Computer Science, UET, Lahore, Pakistan.
Scientific reports
|April 3, 2024
概括
一个新的框架,对抗新闻网 (ANN),通过对抗训练和表情符号分析来增强假新闻检测. 这种方法提高了准确性,提供了一个强大的解决方案,以打击在线虚假信息的传播.
科学领域:
- 自然语言处理自然语言处理.
- 人工智能的人工智能
- 计算社会科学 计算社会科学
背景情况:
- 社交媒体的普及加快了假新闻的传播,给个人和社会带来了重大风险.
- 有效的假新闻分类对于减轻错误信息的不利影响至关重要.
研究的目的:
- 开发一个端到端的框架,用于强大而有弹性的假新闻检测.
- 通过结合表情符号分析和对抗训练来提高虚假新闻分类性能.
主要方法:
- 对抗新闻网 (ANN) 框架的开发.
- 在假新闻检测模型中提取和整合表情符号含义.
- 应用对抗训练来提高模型的稳定性.
主要成果:
- 与基线方法和之前的研究相比,ANN框架显示出更高的性能.
- 反对训练导致准确度比随机森林提高2.1%,比BERT.提高2.4%.
- 情形符号分析有助于提高虚假新闻分类的准确性.
结论:
- 拟议的ANN框架为实时假新闻检测提供了有效的解决方案.
- 对抗训练和表情符号分析是提高虚假新闻检测模型的弹性有价值的技术.
- 该框架有可能显著减轻假新闻造成的社会伤害.
更多相关视频
相关概念视频
Aggregates Classification
317
Aggregate classification is generally based on its size, petrographic characteristics, weight, and source. Size classification ranges from coarse to fine aggregates, defined by the size of the particles. Coarse aggregates are particles that do not pass through ASTM sieve No. 4, and aggregates that pass through the sieve are fine aggregates.
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
317
Force Classification
1.2K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.2K
Classification of Signals
456
In signal processing, signals are classified based on various characteristics: continuous-time versus discrete-time, periodic versus aperiodic, analog versus digital, and causal versus noncausal. Each category highlights distinct properties crucial for understanding and manipulating signals.
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
456
Classification of Systems-I
184
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
184
Classification of Systems-II
144
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
144
Classification of Neurotransmitters
2.8K
Neurotransmitters play a crucial role in the communication between neurons in the autonomic nervous system. Neurons in the autonomic nervous system can be cholinergic or adrenergic depending on the neurotransmitters synthesized. Cholinergic neurons use acetylcholine as their primary neurotransmitter. This includes all the preganglionic fibers of the sympathetic and pre- and postganglionic fibers of the parasympathetic nervous systems. In addition, neurons of the somatic nervous system also use...
2.8K


