Used and loved by millions
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
expected inputs and
Grammar usage guide and real-world examplesUSAGE SUMMARY
The part of the sentence 'expected inputs and' is correct and usable in written English.
You can use it when you're describing something that has two or more associated elements that are expected, such as input or output. For example: "The software requires expected inputs and outputs in order to operate correctly."
✓ Grammatically correct
Science
News & Media
Formal & Business
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 this approach, architectural descriptions play the role of input model as they inherently store information about expected inputs and outputs of the SoS, supporting environmental modeling.
Though any divergence between expected inputs and actual inputs is utilized by the brain to update its predictions, prior predictions constrain the interpretation of bottom-up input.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
Debuting first on Android and costing $2 per month or $20 per year (which, frankly, seems slightly on the high side) it enables the way you interact with Speaktoit to be customized, essentially changing the expected input and resulting output when speaking to the app.
News & Media
Consequently the implementation of ePHRs must include clear identification of boundaries between the expected input (and associated effects of this input) of both clinicians and users.
Science
Acting to minimize a prediction error entails representing a gap between expected input and actual input; that representational state is a doxastic state, though it may be subpersonal and its contents may be too fragmented and encapsulated to count as a belief.
Science
LANGSEC posits that the only path to trustworthy software that takes untrusted inputs is treating all valid or expected inputs as a formal language, and the respective input-handling routines as a recognizer for that language.
News & Media
These estimates provide important basic information concerning the range of potentially expected inputs, although the long-term behavior and persistence of CNMs in various environmental compartments still remains to be determined.
Results of this study reveal that our approach is reliable and capable of deriving stimuli generators that conform with the expected inputs that must be received by simulated constituents and that effectively triggers the SoS simulation.
Thus, it is necessary to create a stimuli generator that delivers the expected inputs the constituents wait to perform transitions and to start their execution.
The mean, standard deviation (sd) and coefficient of variation (CV) were calculated for the displacement of each axis in both loaded and unloaded conditions, and the expected (input data) travel for each actuator was compared with the directly measured observed (camera recorded data) travel to calculate the absolute and percentage error in movement.
Science
Serial dilutions experiments showed robust detection of the different targets at 0.1 1% dilution with a signal at least two- to three-fold above the cutoff and the expected input-dependent response.
Science
Expert writing Tips
Best practice
When discussing system design, clearly define the "expected inputs and" their data types to ensure proper functionality and error prevention.
Common error
Avoid assuming that all "expected inputs and" will be perfectly formatted. Implement robust validation to handle unexpected data types, missing values, or out-of-range entries.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "expected inputs and" functions as a noun phrase, often serving as a subject or object in a sentence. It describes the anticipated data or resources needed for a process, system, or model to operate effectively. Ludwig AI confirms its grammatical correctness and usability.
Frequent in
Science
55%
News & Media
25%
Formal & Business
20%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "expected inputs and" serves to designate anticipated data or resources crucial for various processes, systems, or models. Ludwig AI confirms its grammatical soundness. Predominantly used in science, news, and business contexts, its function is to outline required conditions for proper operation. When employing this phrase, ensure clarity in specifying data types and implementing robust validation to prevent errors. Alternatives such as "anticipated inputs and" or required inputs and may be suitable depending on the nuance you wish to convey. Its robust nature and context-independent meaning, make it useful in both technical documentation and common conversation.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
anticipated inputs and
Replaces "expected" with a synonym, maintaining a formal tone.
projected inputs and
Substitutes "expected" with a term suggesting a forecast or estimation.
predicted inputs and
Uses a synonym of "expected" that suggests a higher degree of certainty.
required inputs and
Focuses on the necessity of the inputs, rather than the anticipation.
necessary inputs and
Emphasizes the essential nature of the inputs.
anticipated data and
Replaces "inputs" with a synonym that has a broader meaning, data.
projected data and
Suggest a forecast or estimation of data, instead of inputs.
anticipated entries and
Emphasizes the action of entering something, instead of "inputs".
required data and
Focuses on the necessity of the data, rather than the anticipation.
necessary data and
Emphasizes the essential nature of the data.
FAQs
How can I use "expected inputs and" in a sentence?
You can use "expected inputs and" when describing the anticipated data or resources that a system, process, or model needs to function correctly. For example, "The machine learning algorithm relies on specific "anticipated data and" features as its expected inputs."
What are some alternatives to using "expected inputs and"?
Depending on the context, you can use alternatives like "anticipated data and", "required data and", or "necessary inputs and".
What's the difference between "expected inputs and" and "required inputs and"?
"Expected inputs and" refers to the inputs that are anticipated or predicted, while "required inputs and" emphasizes that the inputs are essential and necessary for the proper functioning of a system or process. The latter implies a stricter necessity.
In technical documentation, is it better to use "expected inputs and" or "required inputs and"?
In technical documentation, "required inputs and" is often preferred because it clearly communicates that these inputs are not optional and are crucial for the system to work as intended. "Expected inputs and" can sometimes imply a degree of flexibility or anticipation rather than strict necessity.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
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
4.5/5
Expert rating
Real-world application tested