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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
according to the instance
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to the instance" is not commonly used in written English and may sound awkward.
It could be used in contexts where you are referencing a specific example or case, but it is better to clarify what you mean. Example: "According to the instance we discussed earlier, the results were inconclusive."
Science
News & Media
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
In addition, it is known that meta-heuristics can vary their final solutions and execution time according to the instance.
According to the instance or situation of the predictive shutdown, historical data predicts the next idle period.
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
The set of instances is divided into three groups according to the underlying instance for the assignment graph.
To further improve the search efficiency, an adaptation strategy is developed, which adjusts the design of heuristic information automatically according to the problem instance and the search stage.
Science
This chapter presents a review of the subject with emphasis on a particular approach that employs a backtrack search algorithm and generates solver hardware according to the problem instance.
This was the document that famously detailed the worst abuses of the team's "toxic culture," which included, according to the report, instances of athletes "getting drunk, misuse of prescription drugs, breaching curfews, deceit, and bullying".
News & Media
Incremental Bayesian algorithm updates the prior probability dynamically according to the incoming instances.
Science
According to the WFP, for instance, the number of malnourished people in the south has now crept up to 47% of the population.
News & Media
According to the Nevada Department of Transportation, for instance, rehabilitation of a 10-mile section of I-80 that would cost $6 million this year would cost $30 million in two years, after the road deteriorated further.
News & Media
According to the US Department of Energy, for instance, America could supply its entire energy needs by covering a mere 1.6% of its land area with solar cells.Wind and solar energy already play an important part in a few countries.
News & Media
We show a parsing tree according to the above sequence instance acdacbacdabdc in Figure 5.
Expert writing Tips
Best practice
Consider replacing "according to the instance" with more common alternatives like "based on the case" or "depending on the situation" for improved clarity.
Common error
Avoid using "according to the instance" excessively in formal writing, as it may sound awkward. Opt for clearer and more concise alternatives to maintain a professional tone.
Source & Trust
84%
Authority and reliability
3.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to the instance" functions as a prepositional phrase, modifying a verb or clause by providing context or a basis for an action or statement. It indicates that something is being done or considered in relation to a particular example or occurrence. Ludwig indicates that this phrase is not commonly used.
Frequent in
Science
50%
News & Media
50%
Formal & Business
0%
Less common in
Wiki
0%
Academia
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, the phrase "according to the instance" is a grammatically acceptable but uncommon way to provide context based on a specific example. Ludwig suggests that the phrase is not commonly used and may sound awkward. While understandable, it is advisable to use clearer alternatives like "based on the case" or "depending on the situation" to improve clarity and flow. The phrase is most likely to be encountered in scientific or news-related contexts, but its infrequent usage across all domains suggests that a more common phrase would often serve better.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on the case
Replaces "according to" with "based on", focusing on the specific situation or case.
depending on the situation
Emphasizes the conditional aspect, where actions or outcomes vary with circumstances.
in this specific example
Highlights that the statement applies to a particular example, offering clarity.
as the example suggests
Attributes the information directly to the example, making the source explicit.
considering the circumstance
Focuses on the surrounding factors that influence a decision or outcome.
in light of the instance
Suggests a review or re-evaluation based on the specific instance.
given the particular case
Highlights the importance of the case in determining the course of action.
in accordance with the example
Implies alignment or conformity to a specific example as a guideline.
per the situation
A shortened, slightly informal way of saying "according to the situation".
following the instance
Suggests a sequence or progression guided by the given instance.
FAQs
What does "according to the instance" mean?
The phrase "according to the instance" means that something is true or should be done based on a specific example or case. However, it's not a common phrase and may sound awkward.
How can I use "according to the instance" in a sentence?
While grammatically correct, it's better to use clearer alternatives. For example, instead of saying, "According to the instance, we should proceed this way", try "Based on this case, we should proceed this way."
What can I say instead of "according to the instance"?
You can use alternatives like "based on the case", "depending on the situation", or "in this specific example" for improved clarity.
Which is correct, "according to the instance" or "based on the instance"?
Both phrases are grammatically correct, but "based on the instance" is more common and generally preferred for its clearer and more direct meaning.
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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
84%
Authority and reliability
3.5/5
Expert rating
Real-world application tested