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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
refined iteration
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "refined iteration" is correct and usable in written English.
It can be used in contexts where you are discussing a process that has been improved or polished through repeated cycles or versions. Example: "After several rounds of feedback, we finally arrived at a refined iteration of the design that met all our requirements."
✓ Grammatically correct
Academia
News & Media
Science
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
2 human-written examples
The team completed their first prototype in December and presented a refined iteration to health delivery leaders in April.
Academia
For the best, most refined iteration of panini, head to the take-out shop that is adjacent to and part of the Forno Campo de' Fiori bakery, Piazza Campo de' Fiori, 22, (39) 06- 6880-6662, fax (39) 06-454392688.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
Regulators define the rules, technologist create the software to implement them and then AI and ML help refine iterations of policies going forward.
News & Media
But regardless of how they are told, great stories do not simply appear fully formed in the mind; they are inspired by the work of others, crafted with familiar tools, and refined through iteration.
Academia
With MUSCLE, initial guide trees are generated rapidly using k-tuple counts and then refined by iteration.
This disc outer approximation is then iteratively refined at every iteration finding a smaller outer approximation of the feasible set.
Although there is that aforementioned element of risk, as GPS becomes more refined with iterations such as RTK (real time kinematic: 100 times more accurate than a standard GPS receiver) positioning becomes more precise.
News & Media
Note that in the proposed stop criterion of the concurrent TZ search algorithm, even when a PU was refined in the previous refinement iterations or when this PU already contains its best match position, whenever a better search position is determined, this PU partition must be refined again.
Using these three approaches, the model can be refined and each iteration of the refinement can be evaluated by comparison with a previous version of the model.
Science
Therefore, they are temporally assumed to be equal and then they are refined by the iteration.
Mitsunaga and Nayar [29] perform an iterative polynomial regression, where the (assumed to be unknown) exposure time ratio Δ t j / Δ t j ′ is refined in each iteration.
Expert writing Tips
Best practice
Use "refined iteration" when you want to emphasize both the improvement and the cyclical nature of development. This term is useful in contexts where processes or designs are repeatedly modified and improved.
Common error
Avoid using "refined iteration" in contexts where simpler terms like "improved version" or "enhanced cycle" would suffice. Overusing technical jargon can make your writing sound pretentious or inaccessible.
Source & Trust
89%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "refined iteration" functions as a noun phrase, where "refined" acts as an adjective modifying the noun "iteration". The examples in Ludwig show it describing processes or products improved through cyclical development, as Ludwig AI confirms its usability.
Frequent in
Science
33%
News & Media
33%
Academia
33%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "refined iteration" is a grammatically correct and usable term to describe an improved version of something that has undergone multiple cycles of development or modification. Ludwig AI confirms its proper usage in English. While the phrase itself is not particularly common, it is most frequently found in academic, scientific and news contexts. When using "refined iteration", it's important to ensure that the context warrants its specific emphasis on both improvement and cyclical development, over simpler alternatives such as "improved version" or "enhanced cycle". Overusing technical jargon can make your writing sound pretentious, so it's best to use it judiciously.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
Iterative improvement
Reverses the order to emphasize the iterative process.
Progressive refinement
Highlights the incremental improvements achieved during the iterations.
Improved version
Focuses on the enhancement aspect, omitting the iterative nature.
Enhanced cycle
Highlights the cyclical aspect of improvement, with a slightly different emphasis.
Polished version
Emphasizes the final, perfected state after refinement.
Advanced stage
Indicates progress and development but does not specifically imply iterative refinement.
Optimized process
Concentrates on the efficiency improvements achieved through refinement.
Developed form
Stresses the evolution and growth of something over time.
Perfected model
Highlights the achievement of a flawless or ideal state.
Sophisticated evolution
Implies a complex and advanced level of development.
FAQs
How to use "refined iteration" in a sentence?
You can use "refined iteration" to describe a process or product that has been improved through repeated cycles. For example: "The team presented a "refined iteration" of their design after incorporating user feedback."
What can I say instead of "refined iteration"?
You can use alternatives like "improved version", "enhanced cycle", or "iterative improvement" depending on the specific context.
Is "refined iteration" suitable for formal writing?
Yes, "refined iteration" is suitable for formal and technical writing, especially when discussing design, development, or research processes. However, ensure that the context warrants the use of this specific term over simpler alternatives.
What's the difference between "refined iteration" and "initial iteration"?
"Refined iteration" refers to an improved version after multiple cycles, while "initial iteration" refers to the first version or starting point of a process or design.
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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
89%
Authority and reliability
4.3/5
Expert rating
Real-world application tested