require additional refinement

USAGE SUMMARY

The phrase "require additional refinement" is correct and usable in written English.
It can be used when indicating that something needs further improvement or enhancement. Example: "The initial draft of the report is good, but it will require additional refinement before submission."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

The researchers stressed that their new model may require additional refinement, as well.

Yale University

Certain processing technologies are well established, while others show promise but will require additional refinement or research before they come into commercial use.

Biotechnology journal

Three-dimensional cultures require additional refinement, higher throughput, quantitative assays [ 367] and a move towards more physiologically relevant conditions, for example by the use of bioreactors, enabling long-term cultures under flow conditions; especially appropriate for invasion assays [ 368, 369].

Breast Cancer Research

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

Accordingly, the used questionnaire requires additional refinements in terms of the Likert scale for enabling a more efficient comparison among the various and addressed categories.

Smart Learning Environments

This is a major improvement in comparison to previous matching methodologies which require additional post-processing refinement steps to reduce the negative effects of discrete disparity assignment or the blurring artifacts in near the edge regions.

Micron

However, there are several limitations of this study that will require additional development and refinement.

BMC Infectious Diseases

However, there were a few items, especially in the perception of management factor (Table  6) that were problematic and require additional investigation and refinement.

BMC Health Services Research

Deconvolution of this complexity may require additional approaches and refinement, such as a multi-omics approach (Ramirez et al. 2013; Balmer and Leist 2014), or studies need to be limited to very early damage phases only.

Archives of Toxicology

Consequently, they cannot be fully automatized, must be fine-tuned on the case-by-case basis, and require additional morphological operations for segmentation refinement.

EJNMMI Physics

Upon further testing and refinements, which will require additional data and information, the model will have the potential of assessing the effects of drug interventions on targets and processes located downstream of the DARPP-32 system.

BMC Systems Biology

Some messages require additional attributes.

Encyclopedia Britannica

Expert writing Tips

Best practice

When using "require additional refinement", specify the areas needing improvement to provide clarity and direction for the next steps. For example, instead of saying 'The model requires additional refinement', specify 'The model requires additional refinement in its handling of edge cases'.

Common error

While "require additional refinement" is acceptable, overuse can make your writing sound repetitive. Vary your language by using synonyms like "needs further polishing" or "demands further enhancement" to maintain reader engagement.

Linguistic Context

The phrase "require additional refinement" functions as a directive, indicating that something (a model, a method, a questionnaire) is not yet complete or satisfactory and needs further work to improve its quality or effectiveness. Ludwig AI confirms this usage in various contexts.

Expression frequency: Uncommon

Frequent in

Science

50%

News & Media

25%

Academia

25%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "require additional refinement" is a grammatically correct expression used to indicate that something necessitates further improvement. Ludwig AI confirms its usability and the necessity of further enhancement. While not exceptionally common, it finds its place in formal contexts, particularly within scientific and academic writing. When employing this phrase, it's crucial to clearly specify the areas needing improvement to guide subsequent efforts. To avoid redundancy, consider using synonyms like "need further polishing" or "demand further enhancement" to enrich your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

need further polishing

Focuses on making something smoother or more elegant, implying a final touch.

demand further enhancement

Highlights the necessity for a significant improvement.

call for further modification

Suggests a need for specific changes or alterations.

necessitate further adjustment

Indicates that something needs to be tuned or calibrated.

warrant further tweaking

Implies a need for small, subtle changes to optimize performance.

benefit from further development

Suggests that something would improve with more extensive work or progress.

could use some more work

A more informal way of saying something needs improvement.

would gain from further improvement

Emphasizes the potential positive outcome of further work.

are subject to further optimization

States that improvements can be made to ensure something is working as well as possible

merit further fine-tuning

This alternative indicates that something is worthy of getting detailed adjustment.

FAQs

What does "require additional refinement" mean?

The phrase "require additional refinement" means that something needs further improvement or enhancement in order to reach a desired level of quality or functionality.

How to use "require additional refinement" in a sentence?

You can use "require additional refinement" in sentences like: "The initial draft of the report is good, but it will "require additional refinement" before submission" or "The algorithm shows promise, but it "require additional refinement" to handle complex datasets effectively".

What can I say instead of "require additional refinement"?

You can use alternatives like "need further polishing", "demand further enhancement", or "call for further modification" depending on the context.

Is "require additional refinement" formal or informal?

The phrase "require additional refinement" leans towards formal usage, often appearing in academic, scientific, or professional contexts. For informal settings, simpler phrases like "needs more work" might be more appropriate.