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
need further refinement
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "need further refinement" is correct and usable in written English.
It can be used when indicating that something requires additional improvement or adjustment. Example: "The initial draft of the report is good, but it will need further refinement before submission."
✓ Grammatically correct
Science
News & Media
Alternative expressions(1)
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
34 human-written examples
First, we replaced the broadcast of SFC keys from the sorter object with the broadcast of a bit vector indicating which of the bins evaluated in the previous step need further refinement.
So cutting-edge technologies, such as laser light spectroscopy, electron microscopy, x-ray crystallography, nuclear magnetic resonance (NMR) spectroscopy, and mass spectroscopy, are all coming to the fore, but need further refinement if they are to be used to find answers to these questions.
Science & Research
However, these values need further refinement using additional samplings.
Science
Therefore, a correct interpretation of Figure 1B is that both structures (1BKQ and 1F3C) need further refinement.
Science
However, the reliability analysis suggested that some items in the Swedish version need further refinement to establish sound internal consistency.
Science
For PM10, the dispersion model is suitable for estimating and comparing individual exposures between and within cities. Individual estimates for NO2 within a city, however, need further refinement.
Human-verified similar examples from authoritative sources
Similar Expressions
26 human-written examples
While our analysis of real data suggests that this impact may be deemed reasonably moderate in some situations, the main concern still remains because the estimates employed are not sufficiently stable and the underlying model may still need further refinements.
Science
A company official says the state was warned that the list needed further refinement.
News & Media
It needs further refinement to remove the redundant parts of the data for forming the low-dimensional feature.
Although the program needs further refinement, our findings suggest that the implementation of education-based infection control programs is important for the optimal functioning of medical ICUs.
Science
Although the new criterion needs further refinement, it is concluded that the proposed approach is a promising and simple tool to guide and reduce the tedious and labour intensive work to find good glass former compositions in metallic systems.
Science
Expert writing Tips
Best practice
When using "need further refinement", clearly specify which aspects require more work to provide context.
Common error
Avoid using "need further refinement" without indicating what specifically needs to be refined. It lacks actionable information.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "need further refinement" functions as a predicate, indicating a requirement for additional work or improvement. Ludwig AI examples show it applied to diverse subjects like models, methods, and definitions.
Frequent in
Science
70%
News & Media
15%
Formal & Business
5%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "need further refinement" is a phrase used to indicate that something requires additional work or improvement. Ludwig AI shows that it is grammatically correct, according to the Ludwig AI analysis, and common across various contexts, especially in scientific and academic writing. When using this phrase, it is important to specify what aspects require further attention to provide clarity. Alternatives include "require additional polishing" or "demand more enhancement", offering nuanced ways to express the same core idea.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
require additional polishing
Emphasizes improving the surface appearance or quality.
demand more enhancement
Focuses on the idea of increasing overall value or effectiveness.
call for additional fine-tuning
Highlights the need for precise adjustments.
warrant further adjustment
Suggests that further adjustment is justified or necessary.
necessitate further modification
Indicates a strong need for changes to be made.
benefit from additional work
Implies that more work would be advantageous.
are subject to additional development
Highlights the ongoing nature of the improvement process.
demand additional improvements
Emphasizes the need for better quality or performance.
prove to be refined
Focuses on the final goal and a future opportunity for refining.
are ripe for improvement
Highlights that something is currently appropriate to undergo enhancement.
FAQs
How can I rephrase "need further refinement"?
You can use alternatives such as "require additional polishing", "demand more enhancement", or "call for additional fine-tuning" depending on the specific context.
Is it more appropriate to say "needs further refinement" or "need further refinement"?
The correct form depends on the subject. Use "needs" for singular subjects (e.g., "The plan needs further refinement.") and "need" for plural subjects (e.g., "These models need further refinement.").
What does it mean when something "needs further refinement"?
It means that something isn't yet complete or optimal and requires additional work, adjustments, or improvements to reach the desired state.
What are some common areas that often "need further refinement"?
Common areas include plans, strategies, models, methods, analyses, and definitions. For example "The specific data elements to be shared will "need further refinement"".
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
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested