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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
based on the inputs
Grammar usage guide and real-world examplesUSAGE SUMMARY
"based on the inputs" is a grammatically correct and usable phrase in written English.
You can use it when you want to emphasize that your next statement is the result of previous observations or data. For example: "Based on the inputs, we found that the new product was successful in the market."
✓ Grammatically correct
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
25 human-written examples
In other words, merit-claims are based on the inputs one brings to a process and not on the output of that process.
Science
The essence of the rivalry between proponents of free trade and advocates of protectionism lies in the assumption that each agent can be identified with one of the socioeconomic groups based on the inputs that the agent owns and the industry in which the agent is employed.
"Every system you train is going to be biased based on the inputs," said Solem.
News & Media
Based on the inputs, a step delay is assigned to actuate a 12 V stepper motor.
Science
The Bharalu basin is divided into seven drainage blocks and storm run-off has been calculated based on the inputs.
An important step in any machine intelligence is to automatically and reliably decide on a solution/outcome based on the inputs given.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
35 human-written examples
The function F estimates the log-likelihood of one sequence residue being aligned to one template residue based on the input protein features.
Science
Unlike the standalone version, the web-based program allows the user to define filter parameters based on the input data after the data is processed.
Science
The philosophy here is based on the input-output method of assessment, equivalent to testing the quality of petrol through the performance of a car.
News & Media
Later, sensing drowsiness based on the input from a camera that tracks the driver's eye position, Christie engaged the driver in conversation and suggested a game of "Name That Tune".
News & Media
The FPP is based on the input of the entire Delphi survey result.
Expert writing Tips
Best practice
When explaining how an AI model works, always specify if its outputs are "based on the inputs" received and how it affects the reliability of the results.
Common error
Avoid using "based on the inputs" without specifying what those inputs are. This can leave your audience wondering what information you're referring to and weaken your argument.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on the inputs" functions as a prepositional phrase that modifies a verb or noun, indicating the foundation or source upon which something is determined or constructed. Ludwig AI confirms the correctness and usability of this phrase, showcasing its function in various contexts.
Frequent in
Science
60%
News & Media
30%
Formal & Business
10%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "based on the inputs" is a grammatically correct and frequently employed prepositional phrase. According to Ludwig AI, the expression serves to highlight that a decision, result, or conclusion is derived from specific data. The expression is especially prevalent in scientific and technical domains, but also has significant presence in news media and business contexts. It is crucial to ensure that the inputs are explicitly defined to maintain clarity. Although the phrase is versatile, writers must prevent vagueness. Common alternatives include "according to the data" and "informed by the inputs", each with its own nuance.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to the data
Changes the focus to the data itself as the source of information.
informed by the inputs
Emphasizes the influence of the inputs on the resulting decision or action.
derived from the inputs
Highlights that something is obtained or extracted from the inputs.
as a function of the inputs
Presents the relationship as a mathematical or logical dependency.
dependent on the inputs
Directly states the reliance on the inputs for a specific outcome.
in light of the inputs
Similar to considering the inputs, but slightly more formal.
considering the inputs
Focuses on taking the inputs into account when making a decision.
given the inputs
Short and direct way of saying "knowing the inputs".
drawing from the inputs
Emphasizes the act of extracting information to form something new.
with respect to the inputs
Indicates the context or frame of reference is the inputs.
FAQs
How can I use "based on the inputs" in a sentence?
You can use "based on the inputs" to introduce a conclusion or decision that is derived from specific data or information. For example, "Based on the inputs, we predict a significant increase in sales."
What phrases are similar to "based on the inputs"?
Alternatives include "according to the data", "informed by the inputs", or "derived from the inputs". The best choice depends on the specific context and nuance you want to convey.
Is it better to say "based on the input" or "based on the inputs"?
Use "based on the input" when referring to a single piece of information. Use "based on the inputs" when referring to multiple pieces of information or a set of data. The choice depends on whether you are referring to a single or multiple source of information.
What does "based on the inputs" imply about the result?
Using "based on the inputs" suggests that the result is a logical or calculated consequence of the provided information, rather than an arbitrary or subjective conclusion.
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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
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested