requires further refinement

USAGE SUMMARY

This phrase is correct and usable in written English.
You can use it when you want to indicate that something needs further improvement. For example: "The object detection algorithm requires further refinement."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

15 human-written examples

These are investigated within since structural integrity of device requires further refinement; as demonstrated in the companion paper.

Renewable Energy

The average point requires further refinement for two reasons.

Crime Science

Geo-broadcasting however requires further refinement of the proposed solution.

EURASIP Journal on Wireless Communications and Networking

Although this concept is defined and compared from the perspectives of inner meaning and outer extension, this concept requires further refinement.

The Journal of Chinese Sociology

Our model requires further refinement.

BMC Systems Biology

The index requires further refinement to better predict AN in average risk persons of screening age.

BMC Gastroenterology

Human-verified similar examples from authoritative sources

Similar Expressions

45 human-written examples

Histopathology and classification of these rare tumors requires further refinements.

Cancer Medicine

Therefore, adopting a very low concentration citrate solution requires further refinements to optimize the buffers balance.

Critical Care

In selecting the best structure, we looked for models with statistically significant data (P value <0.05) and then looked for the smallest confidence interval with average close to 0. For those that required further refinement, structures were tested until they fit this requirement.

Nature

Such values may require further refinement using trial-and-error procedures upon implementation.

Expert Systems with Applications

Some dishes require further refinement, but a scallop starter with many intelligent dimensions of flavour – intense chicken jus, tiny pork scratchings, pickled Jerusalem artichoke – confirms Swale as a serious, potentially impressive chef.

The Guardian - Travel

Expert writing Tips

Best practice

When using "requires further refinement", ensure that the context clearly indicates what aspect needs improvement. Be specific about the areas that need attention for clarity.

Common error

Avoid using "requires further refinement" as a generic statement. Always specify what requires refinement to provide actionable insights. Instead of just saying "the model requires further refinement", specify, for instance, "the model's accuracy in detecting specific objects requires further refinement".

Linguistic Context

The phrase "requires further refinement" functions as a statement indicating the necessity of additional improvement or development. According to Ludwig AI, the phrase is grammatically sound and suitable for use. It identifies that a particular subject needs to be improved.

Expression frequency: Common

Frequent in

Science

90%

News & Media

5%

Formal & Business

5%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "requires further refinement" is a common and grammatically correct expression used to indicate that something needs additional work to reach its desired state. Ludwig AI confirms its validity and usability in written English. It is most frequently found in scientific contexts, suggesting a formal and objective tone. When using this phrase, ensure you provide specific context regarding what requires improvement to avoid ambiguity. Consider alternative phrases like "needs additional work" or "would benefit from tweaking" depending on the desired level of formality or emphasis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

needs additional refinement

Uses "additional" instead of "further", subtly emphasizing the quantity of refinement needed.

demands further improvement

Substitutes "requires" with "demands", indicating a stronger need for refinement.

requires additional work

Replaces "refinement" with the more general term "work", broadening the scope of the required improvement.

calls for further development

Replaces "refinement" with "development", suggesting a more significant stage of improvement is necessary.

necessitates further polishing

Uses "polishing" as a synonym for refinement, implying a focus on surface-level improvements.

still needs some fine-tuning

Substitutes "refinement" with "fine-tuning", suggesting small, precise adjustments are needed.

would benefit from further tweaking

Replaces "requires" with "would benefit from" and "refinement" with "tweaking", making the statement less assertive and more suggestive.

is ripe for further optimization

Uses "optimization" instead of "refinement", implying a specific goal of improving efficiency or performance.

is not yet fully developed

Focuses on the lack of completeness rather than the need for specific improvements.

leaves room for improvement

Highlights the potential for advancement without explicitly stating a requirement.

FAQs

How can I use "requires further refinement" in a sentence?

Use "requires further refinement" to indicate that something needs additional work to improve its quality or effectiveness. For instance, "This prototype "requires further refinement" before it can be tested in a real-world setting".

What are some alternatives to saying "requires further refinement"?

You can use phrases like "needs additional work", "demands further improvement", or "would benefit from tweaking" depending on the context.

Is it better to say "requires further refinement" or "needs more refinement"?

Both "requires further refinement" and "needs more refinement" are grammatically correct and have similar meanings. "Requires further refinement" is slightly more formal, while "needs more refinement" is more casual. Choose the phrasing that best fits the tone of your writing or speech.

When is it appropriate to use the phrase "requires further refinement"?

It's appropriate to use "requires further refinement" when you want to communicate that something is not yet complete or satisfactory and needs additional work to reach the desired level of quality. This is common in academic papers, technical reports, and project evaluations.