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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 instance
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to instance" is not correct and does not convey a clear meaning in written English.
It is unclear when or how to use this phrase due to its awkward construction and lack of context. Example: "According to instance, we should proceed with caution." (This example is not effective due to the phrase's ambiguity.)
⚠ May contain grammatical issues
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
1 human-written examples
With AWS, customers will pull Amazon Machine Images (AMIs) into Skytap and then adjust according to instance size.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
I fully appreciate that expectations can vary hugely according to, for instance, personal childcare needs, personal mental health, local proliferation of guns, wholly imagined threat of incipient alien attack, etc.
News & Media
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.
Context reduction simplifies constraints by substituting constraints or removing resolved constraints according to available instance definitions, besides removing duplicate constraints or substituting constraints according to the class hierarchy.
For example, the total sample (starting node) may be split in two subgroups according to for instance, income.
Science
According to incoming instances T = {x 1,,x 2,, …,x m,}, we consider two different situations: labeled instances and unlabeled instances.
Science
According to him, instances of atopic illnesses such as eczema and asthma rose sharply after the second world war, which is also when detergents were introduced as a household cleansing agent.
News & Media
For examples, in incremental Bayesian algorithms, priori probability is updated smoothly according to incoming instances.
Science
The set of instances is divided into three groups according to the underlying instance for the assignment graph.
According to Hachamovitch, for instance, only 25percentt of people ever use the home button.
News & Media
Expert writing Tips
Best practice
Avoid using the phrase "according to instance" in formal writing. Opt for clearer and more common alternatives like "in this case" or "based on the example".
Common error
Don't try to force "according to instance" into sentences where a simpler phrase would suffice. Using it can make your writing sound awkward and less clear.
Source & Trust
80%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to instance" functions as a prepositional phrase, attempting to provide context or qualification based on a specific example. However, its usage is questionable, and Ludwig AI suggests it's not a standard or recommended phrase.
Frequent in
Science
33%
News & Media
33%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "according to instance" is an uncommon and grammatically questionable construction. Ludwig AI indicates that it is not a standard or recommended phrase in English. While its intended function is to provide context based on a specific example, its rarity and awkwardness make it less effective. For clearer and more natural communication, it's best to opt for alternatives like "in this case", "based on the example", or "in this situation". Given its infrequent usage and the availability of better alternatives, it is advisable to avoid "according to instance" in both formal and informal writing to ensure clarity and precision.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
in this case
Simplifies the phrase to refer to the current situation.
based on the example
Changes the focus to the specific example being considered.
depending on the situation
Highlights how the action or decision varies with the circumstance.
in a specific situation
Focuses on a particular context.
given this situation
Emphasizes the impact of the current circumstance on decisions.
as demonstrated by the example
Emphasizes that something is shown or proven by the example.
in light of this example
Highlights that the example provides valuable insight.
according to the case
Refers to specific legal or factual circumstances.
considering the instance
Shifts focus to thoughtful evaluation of the example.
in relation to the instance
Specifies that something is being viewed or understood within the context of the provided example.
FAQs
How can I use the idea of "according to instance" correctly?
It's best to avoid "according to instance" in formal writing. Instead, consider using phrases like "in this case" or "based on the example" for better clarity.
What phrases are similar to "according to instance"?
You can use alternatives like "in this situation", "based on the example", or "in this case" depending on the specific context.
Is "according to instance" grammatically correct?
While not strictly incorrect, "according to instance" is not a common or recommended phrase in standard English. It's better to opt for clearer alternatives.
What's a more natural way to express the meaning of "according to instance"?
Use phrases such as "in this situation", "given the example", or "based on the case" for more natural and clear communication.
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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
80%
Authority and reliability
2.8/5
Expert rating
Real-world application tested