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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
yet to refine
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "yet to refine" is correct and usable in written English.
It can be used when indicating that something has not been improved or perfected yet. Example: "The project is still in its early stages and is yet to refine its core features."
✓ Grammatically correct
News & Media
Science
Wiki
Alternative expressions(20)
still needs improvement
remains to be improved
still under development
is still under development
is a work in progress
yet to finalize
yet to finalise
yet to formulate
yet to prepare
yet to supplement
still in the works
yet to fulfil
yet to close
not yet settled
yet to materialize
not yet completed
still pending completion
yet to complete
awaiting final approval
again to finalize
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
2 human-written examples
She had yet to refine her gift for winning and holding an audience.
News & Media
Businesses had yet to refine the internal technology systems needed to get their own houses in order.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
NIEER has asked about program evaluations since the 2006 2007, but is a topic for which we have yet to fully refine our questions.
While voice search technology is undeniably impressive, its application on the Fire TV has yet to be refined.
News & Media
The play's clumsy exposition, inchoate characters — Lilith is exploited only meagerly as Maddie's lusty alter ego — and frequent shifts in tone suggest an early draft that has yet to be refined effectively.
News & Media
Although it has yet to be refined as a therapy, immune checkpoint blockade therapy provides a major breakthrough in oncology as it can save cancer patients who are not cured by conventional therapies.
Science
The data reported herein are promising, but clearly, much is yet to be done to refine the method, technically, and to define, clinically, what kind of patients might best benefit from it.
Science
Yet even as Graham continued to refine his strategy the Viet Cong struck, and this sudden initiative would force the Australians into the type of conventional engagement that Westmoreland had been advocating.
Wiki
Lesley Wright, a contemporary Bizet scholar, remarks that, unlike his compatriots Rameau and Debussy, Bizet has not been accorded a critical edition of his principal works; should this transpire, she says, "we might expect yet another scholar to attempt to refine the details of this vibrant score which has so fascinated the public and performers for more than a century".
Wiki
The trials in our review provide a small yet critical base from which to refine and develop larger studies.
Science
High throughput screening in invertebrate animals has emerged as a powerful tool for drug discovery, but whole vertebrate animal-based high throughput screening has yet to be developed and refined.
Science
Expert writing Tips
Best practice
Use "yet to refine" when you want to convey that something is in progress and hasn't reached its final, polished state. It's suitable for describing processes, skills, or technologies that are still being developed.
Common error
While grammatically sound, excessive use of "yet to refine" can sound repetitive. Vary your language by using alternatives like "still needs to be refined" or "remains to be improved" for greater impact.
Source & Trust
85%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "yet to refine" functions as a verb phrase indicating an incomplete action or state. It describes something that requires further development or improvement. As noted by Ludwig, the phrase is grammatically correct and usable.
Frequent in
News & Media
30%
Science
40%
Wiki
30%
Less common in
Formal & Business
0%
Academia
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "yet to refine" is a grammatically sound expression used to describe something that requires further improvement. Ludwig confirms its correctness and usability. While not overly common, it appears in diverse contexts like news, science, and wiki articles. More formal or descriptive alternatives may sometimes be preferable, but "yet to refine" remains a clear and functional choice for indicating ongoing development.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
still needs to be refined
Emphasizes the continued need for improvement.
is in the process of being refined
Highlights the active nature of the refinement.
has not been perfected yet
Highlights the lack of perfection and implies a goal of achieving it.
remains to be improved
Focuses on the remaining work required to reach a better state.
is not yet polished
Highlights the absence of refinement and suggests a need for improvement.
is still under development
Indicates that the process is ongoing.
is a work in progress
Acknowledges that it's not complete and is still being worked on.
has not reached its final form
Suggests that changes are still expected.
needs further honing
Implies that further sharpening or focusing is necessary.
lacks polish
Indicates a need for finishing touches and attention to detail.
FAQs
What does "yet to refine" mean?
The phrase "yet to refine" means something is still in the process of being improved or perfected and has not reached its final state.
How can I use "yet to refine" in a sentence?
You can use "yet to refine" to indicate that a skill, process, or technology is not fully developed. For example, "The software is "still under development" and is "yet to refine" its user interface."
What are some alternatives to "yet to refine"?
Alternatives to "yet to refine" include "still needs improvement", "not yet polished", or "remains to be improved".
Is "yet to refine" formal or informal?
The phrase "yet to refine" has a neutral tone and can be used in both formal and informal contexts, although more formal alternatives might be preferred in certain situations.
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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
85%
Authority and reliability
4.1/5
Expert rating
Real-world application tested