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
small refinement
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "small refinement" is correct and usable in written English.
It can be used when referring to a minor adjustment or improvement in a process, design, or idea. Example: "After reviewing the project, I believe a small refinement in the layout could enhance its overall effectiveness."
✓ Grammatically correct
News & Media
Science
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
4 human-written examples
But one keyboard, the Zagg iPad Mini Folio, takes it a step further with one small refinement: a hinge that allows you to set the screen to any angle, just as you would with a laptop.
News & Media
The small refinement in the model may very well lead to the model behavior diverging away from the system's behavior.
Science
Even if a small refinement to the model is made "in the right direction," there is no guarantee that the nonlinear model will monotonically improve in capturing the target system's behavior.
Science
The small refinement in data quality may very well lead to the model behavior diverging away from the system's behavior.[6] In the second approach, keeping the data fixed but making successive refinements in nonlinear models is also not guaranteed to lead to any convergence between model behavior and target system behavior.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
Instead, there is a collection of small refinements.
News & Media
Thereafter, my technique, while remaining substantially the same, developed small refinements.
News & Media
Standing behind his cinematographer, Ed Talavera, the director calmly suggested camera angle changes and other small refinements between takes.
News & Media
Though thematically similar to the 350Z's interior — three auxiliary gauges aimed at the driver, instrument cluster that tilts with the steering wheel — there are small refinements everywhere.
News & Media
Most of the tracks on "Ode" were recorded in November 2008, with three exceptions dating to last April; presumably some small refinements have been made in the meantime.
News & Media
The present policy—hammering out a power-sharing agreement between elected groups may be challenging but is more realistic than a belated quest for dictatorship lite.On closer inspection, in fact, many of the competing ideas masquerading in Washington as big new ideas turn out to be small refinements of the existing policy.
News & Media
That's a lot of small refinements for multiple platforms.
News & Media
Expert writing Tips
Best practice
Use "small refinement" when you want to emphasize that an improvement is subtle but still significant.
Common error
Avoid using "small refinement" when the change is actually a major overhaul or redesign. Ensure the adjective accurately reflects the scale of the change.
Source & Trust
88%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "small refinement" functions as a noun phrase, where "small" modifies the noun "refinement". As Ludwig AI confirms, the phrase is grammatically sound and serves to identify a subtle enhancement or adjustment.
Frequent in
News & Media
35%
Science
65%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "small refinement" is a grammatically correct and commonly used term to describe a minor improvement or adjustment. As Ludwig AI suggests, it's suitable for various contexts, particularly in news media and scientific writing. While alternatives like "minor adjustment" or "slight improvement" exist, "small refinement" carries a nuance of subtlety and precision. When using this phrase, ensure the scale of the "refinement" aligns with its description to avoid misrepresenting the impact of the change. The sources examined indicate that it's authoritative enough to use it in publications with trust.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
minor adjustment
Focuses on the act of adjusting something slightly, rather than the result.
small adjustment
Similar to "minor adjustment" but slightly less formal.
slight improvement
Emphasizes the positive change achieved, highlighting the betterment aspect.
subtle alteration
Highlights the delicate and barely perceptible nature of the change.
minor tweak
Informal term suggesting a quick and easy adjustment.
slight modification
A more formal term for making a small change, often in technical contexts.
fine-tuning
Implies making very precise adjustments to optimize performance.
slight revision
Suggests a review and correction process resulting in a minor change.
gentle correction
Emphasizes the delicacy and care taken in making the adjustment.
small enhancement
Highlights the improvement made, focusing on the positive addition.
FAQs
How can I use "small refinement" in a sentence?
You can use "small refinement" to describe a minor improvement or adjustment made to something. For example, "After testing, we implemented a "small refinement" to the algorithm to improve its accuracy."
What are some alternatives to "small refinement"?
Alternatives to "small refinement" include "minor adjustment", "slight improvement", or "subtle alteration". The best choice depends on the specific context and the nuance you want to convey.
Is "small refinement" appropriate for formal writing?
"Small refinement" is suitable for both formal and informal writing. However, in highly technical or scientific contexts, more precise terms like "slight modification" might be preferred.
What's the difference between "small refinement" and "major overhaul"?
"Small refinement" refers to a minor adjustment or improvement, while "major overhaul" indicates a significant reconstruction or redesign. The key difference lies in the scope and scale of the change being made.
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
88%
Authority and reliability
4.5/5
Expert rating
Real-world application tested