rule-based
rule-based — adjective
1. describing a system or method that follows a fixed set of pre-established rules
describing a system or method that follows a fixed set of pre-established rules when making decisions, rather than relying on human judgment or personal opinion.
The airline uses a rule-based system to decide which passengers receive free upgrades.
attributive use: rule-based + system
Ada prefers a rule-based approach to budgeting, setting strict limits for each spending category.
collocation: rule-based approach
The judge's rule-based ruling followed the law precisely, despite strong public disagreement.
William's school uses a rule-based grading policy where assignments earn points from a fixed rubric.
- systematic
emphasises order and method rather than preset rules
- procedural
more formal, often used for official workflows
- formulaic
sometimes negative, suggesting too much reliance on fixed formulas
- intuitive
based on feeling and instinct rather than rules
- discretionary
allowing individual choice within a situation
- flexible
able to adapt rather than follow strict rules
文法句型
rule-based + noun
用法筆記
This sense describes methods, systems, or processes — not people. For example, you would say 'a rule-based hiring process,' not 'a rule-based manager.'
常見錯誤
2. describing a computer program or artificial intelligence that processes informat
describing a computer program or artificial intelligence that processes information by applying rules written by human programmers, rather than learning patterns from data on its own.
The old customer-service chatbot was rule-based and could only answer questions matching its keyword list.
attributive use: rule-based + noun (chatbot)
Tariq programmed a rule-based spam filter that blocks emails containing known suspicious phrases.
collocation: rule-based filter
Unlike a rule-based translation tool, modern AI systems can understand context and nuance in text.
Nora's factory uses a rule-based quality-control system that checks every product against fifty specifications.
- programmed
broader term, not specific to rule-based architecture
- algorithmic
stresses the step-by-step nature of the processing
- heuristic
more specific — uses rules of thumb rather than exact rules
- machine-learning
learns from data instead of following fixed rules
- data-driven
derives behaviour from patterns in data
- adaptive
changes behaviour based on new information
文法句型
rule-based + noun (tool, system, model)
用法筆記
Commonly used in computing and AI contexts to contrast with machine-learning or data-driven systems. A rule-based system does not improve with experience — it only knows what its programmers explicitly told it.