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
necessary refinements
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "necessary refinements" is correct and usable in written English.
You can use it when discussing improvements or adjustments that are essential for achieving a desired outcome or standard. Example: "After reviewing the initial design, we identified several necessary refinements to enhance its functionality."
✓ Grammatically correct
Science
News & Media
Alternative expressions(3)
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
7 human-written examples
As we continue with the development of a RALS ITS and operationalize the task flows and decomposition tables produced in this work into task models, we will be able further validate their completeness as well as make necessary refinements through iterative application of pertinent MMTA steps.
She claims those glitches lie in the unconscious brain, and her team makes the necessary refinements to reboot the positive habit.
News & Media
Where necessary, refinements were made.
Science
This round of pilot curation results was evaluated as a group and used to make necessary refinements to the ontology.
After the completion of each round of 6 interviews, any necessary refinements were made to the MyPOS and then 6 further interviews carried out.
Science
For automating the approach, PSExplorer has been developed from the framework proposed by Hua et al. (2006) with necessary refinements to boost computational performance.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
52 human-written examples
Putting a five-star hotel at the new kind of air-rail transportation hub represented by airports like the one in Frankfurt is a logical, necessary refinement in that plan, he said.
News & Media
We suggest that the use of prior knowledge about CNVRs as provided by our maps, could yield the necessary refinement of methods.
Science
Our present morphological and behavioral studies examining this small FruM/OA neuronal population provide necessary refinement steps towards understanding how individual neuromodulatory neurons interact with neuronal circuitry to bias behavioral output.
Science
This was a necessary refinement to address the issue of different phrasing to identify the same statistical method in text.
Its development, the necessary crucial refinements, however, depended on the use of a human guinea pig.
News & Media
Expert writing Tips
Best practice
When using "necessary refinements", ensure that the context clearly indicates what is being refined and why the refinements are necessary. Provide specific details to enhance clarity.
Common error
Avoid using "necessary refinements" as a generic statement without specifying the exact nature of the refinements. Clearly articulate the specific adjustments required to avoid ambiguity.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "necessary refinements" functions as a noun phrase where the adjective "necessary" modifies the noun "refinements". It indicates that certain adjustments or improvements are essential for a particular purpose. Ludwig AI confirms its usability in written English.
Frequent in
Science
62%
News & Media
21%
Formal & Business
8%
Less common in
Reference
3%
Encyclopedias
3%
Wiki
3%
Ludwig's WRAP-UP
In summary, the phrase "necessary refinements" refers to essential improvements or adjustments. Ludwig AI confirms it's grammatically correct and usable in English, particularly within scientific and professional domains. The phrase communicates the need for specific changes to reach a desired outcome. While alternatives like "required adjustments" or "essential modifications" exist, "necessary refinements" clearly conveys the critical nature of the adjustments. Remember to be specific about what needs refining and why, avoiding vague or generic statements.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
required adjustments
This alternative replaces "refinements" with "adjustments" maintaining a similar meaning with focus on corrections.
essential modifications
This alternative emphasizes the importance of the changes needed.
vital improvements
This phrase highlights the importance of the improvements.
needed alterations
This option suggests the required changes for enhancement.
indispensable corrections
This alternative stresses that the corrections are crucial and cannot be avoided.
requisite enhancements
This alternative suggests that the enhancements are required by a set of rules.
compulsory amendments
This option implies that the changes are obligatory.
unavoidable revisions
This phrase indicates that the revisions are not optional and must be made.
critical adaptations
This variation underlines the significance of adapting to certain conditions.
mandatory rectifications
This alternative emphasizes that the corrections are prescribed and compulsory.
FAQs
How can I use "necessary refinements" in a sentence?
You can use "necessary refinements" to describe essential improvements or adjustments needed to enhance something. For example, "After reviewing the prototype, we identified several necessary refinements to improve its functionality."
What are some alternatives to "necessary refinements"?
Some alternatives include "required adjustments", "essential modifications", or "vital improvements".
When is it appropriate to use the phrase "necessary refinements"?
It is appropriate to use "necessary refinements" when discussing improvements or adjustments that are essential for achieving a desired outcome or standard.
Is there a difference between "necessary refinements" and "optional refinements"?
"Necessary refinements" are essential and required for improvement, whereas optional refinements are not essential and can be implemented at one's discretion. Understanding the difference is crucial for effective planning and execution.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested