Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
have been refined
Grammar usage guide and real-world examplesUSAGE SUMMARY
"have been refined" is correct and usable in written English.
It is the present perfect tense form of the verb "refine," indicating an action that started in the past and is still ongoing or has just been completed. Example: The company's production processes have been refined over the years, resulting in higher quality products. The phrase "have been refined" shows that the refining process started in the past and is still ongoing, suggesting that the company continues to make improvements in their production processes.
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(20)
have been superseded
have been offered
have been restructured
have been kept
have been dismissed
have been implemented
have been strengthened
have been solving
have received notice
have been improved
have been excluded
have been attributed
have been eradicated
have been upgraded
have been forwarded
have been trained
have been determined
have been shot
have been authorized
have been alleviated
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
60 human-written examples
The clusters that have been refined are called the refined cluster sets and their initial values are null.
Folding bikes have been refined for the modern cyclist.
News & Media
That approach now seems to have been refined.
News & Media
Exception notifications have been refined to give systems staff more relevant information.
Academia
Saab's less expensive 900 models have been refined and given a new name: the 9-3.
News & Media
Although her arguments have been refined, her views have remained broadly unchanged.
News & Media
"Look," says the nose, "I may not have been naturally delightful, but I have been refined.
News & Media
Controls and on-screen menus have been refined to simplify operation.
News & Media
The boats have been refined to top 40 miles an hour in the open ocean.
News & Media
The indications and surgical technique have been refined during this period.
Science
The rules have been refined, and 40 players have since followed.
News & Media
Expert writing Tips
Best practice
When describing processes or methods, use "have been refined" to indicate that iterative improvements have occurred over time. This emphasizes the ongoing nature of development and enhancement.
Common error
Be cautious about using "have been refined" if the changes are minor or superficial. Ensure that the context warrants the implication of substantial improvement.
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "have been refined" functions as a present perfect passive construction. It indicates that a subject has undergone a process of improvement or modification, with the focus on the result of that process. This is supported by Ludwig's examples demonstrating various contexts where processes and methods have been refined.
Frequent in
Science
40%
News & Media
35%
Academia
15%
Less common in
Encyclopedias
4%
Formal & Business
3%
Social Media
3%
Ludwig's WRAP-UP
The phrase "have been refined" is a versatile and grammatically correct construction used to describe improvements and modifications over time. As indicated by Ludwig, the phrase is most commonly found in science, news, and academic sources, suggesting a formal to neutral register. The phrase functions as a present perfect passive, highlighting the result of a process. To avoid overstatement, be mindful of the actual degree of improvement. Alternatives such as "have been improved" or "have been enhanced" may be more appropriate depending on the context.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
have been improved
Emphasizes the betterment or enhancement of something.
have been enhanced
Highlights the augmentation or intensification of qualities.
have been optimized
Focuses on making something as effective or functional as possible.
have been perfected
Suggests achieving the highest possible standard or flawlessness.
have been polished
Implies smoothing or improving something to eliminate defects.
have been fine-tuned
Indicates making small adjustments to optimize performance.
have been amended
Focuses on making formal changes or additions.
have been reworked
Suggests revising or reconstructing something.
have been adjusted
Emphasizes making changes to achieve a desired state.
have been updated
Implies bringing something to a more current or modern state.
FAQs
How do I use "have been refined" in a sentence?
Use "have been refined" to describe something that has undergone a process of improvement or enhancement over time. For example, "The techniques "have been refined" to provide for maximum comfort".
What are some alternatives to the phrase "have been refined"?
You can use alternatives like "have been improved", "have been enhanced", or "have been optimized" depending on the specific context.
Is it better to say "have been refined" or "were refined"?
"Have been refined" implies an ongoing process or a result that continues to be relevant, while "were refined" suggests a completed action in the past with no present connection. Choose the phrasing that accurately reflects the timeline and impact.
What is the difference between "have been refined" and "have been improved"?
"Have been refined" typically suggests a process of making something more precise or subtle, while "have been improved" generally means making something better in a broader sense. The choice depends on the nuance you want to convey.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested