Unbiased version

USAGE SUMMARY

The phrase "unbiased version" is correct and usable in written English. You can use it when referring to a version of something that is free from bias or prejudice. An example could be: "The report provided an unbiased version of the events." Alternative expressions include "impartial version" and "neutral version."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

We also wish to find its unbiased version, represent it in the iterative Kalman-like form, and investigate errors based on a typical example.

EURASIP Journal on Advances in Signal Processing

The least-squares estimate of the RF from these simulated responses was an unbiased version of the original RF, indicating that the higher-order statistical properties of the stimuli did not bias the estimate.

Plosone

A much better account of the magnitude of memory biases was found by modeling memory as a more variable but unbiased version of perception.

Attention, Perception & Psychophysics

The pattern of errors was well accounted for by an ideal observer model that assumes memory is a noisy, unbiased version of perception.

Attention, Perception & Psychophysics

These memory errors were well accounted for by modeling memory as a noisy but unbiased version of perception constrained by the matching methods.

Attention, Perception & Psychophysics

We have investigated an unbiased version of the variance estimator based on U statistics [ 9] (see Appendix for a brief explanation).

BMC Medical Research Methodology

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

You can only make sense of someone else's conflict when armed with unbiased versions of events and circumstances.

HuffPost

where ({MAR}_{P_{0}}) is the unbiased exact version of ({MAR}_{P_{0}}) recommended for small datasets.

Journal of Software Engineering Research and Development

The following theorem explains that the unbiased empirical version of MMD asymptotically converges to the population value of MMD and obtains the threshold.

EURASIP Journal on Advances in Signal Processing

SA measures the accuracy as the MAR relative to random guessing P 0. SA is defined in Eq. 5, where (MAR_{P_{0}}) is the unbiased exact version of (MAR_{P_{0}}) (Shepperd and MacDonell 2012) recommended for small datasets.

Journal of Software Engineering Research and Development

In conclusion, we have demonstrated that memory alone elicits errors in color matches that are best accounted for by a simple model that assumes memory is an unbiased by noisy version of perception.

Attention, Perception & Psychophysics

Expert writing Tips

Best practice

Use "unbiased version" when you need to specify that a dataset, statistical estimator, or narrative has been corrected to remove systematic skew. In academic writing, it distinguishes a refined model from an initial, potentially flawed one.

Common error

Writers sometimes use "unbiased version" to mean a 'simple' or 'plain' version. Avoid this. The term specifically implies the active removal of prejudice or statistical deviation. If you just mean a version without extra details, use 'simplified version' instead.

Linguistic Context

This phrase operates as a noun phrase consisting of an adjective ('unbiased') and a noun ('version'). In the examples provided by Ludwig, it frequently functions as the direct object of a verb (e.g., 'finding its unbiased version') or as a subject complement. Ludwig AI indicates this is a standard construction used to specify a refined state of an object.

Expression frequency: Uncommon

Frequent in

Science

65%

Academia

20%

News & Media

15%

Less common in

Social Media

5%

Informal Conversation

3%

Legal

2%

Ludwig's WRAP-UP

The phrase "unbiased version" is a grammatically correct and highly effective way to describe a form of something that is free from systematic prejudice or error. According to Ludwig AI and the analyzed search data, the phrase is most common in scientific and academic contexts, particularly when discussing statistical estimators, memory models, or data processing. It is also used in high-quality journalism to describe impartial reporting. When using this term, ensure that you are referring to a version that has been deliberately corrected or filtered, as it implies a contrast with a potentially skewed alternative. For less technical writing, alternatives like "<a href="/s/impartial+version" target="_blank" rel="alternative">impartial version" may feel more natural while maintaining the same core meaning.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

impartial version

Emphasizes the lack of favoritism toward any side.

neutral version

Suggests a version that does not take a stance or position.

objective version

Focuses on factual representation rather than personal feelings.

fair account

Used more often in journalism or storytelling than technical data.

unprejudiced version

Specifically refers to the removal of preconceived notions.

balanced version

Suggests that all aspects or viewpoints are given equal weight.

fact-based version

Focuses on the evidentiary nature of the content.

equitable version

Implies a sense of justice or fairness in the presentation.

detached account

Suggests a distance from emotion or personal involvement.

non-partisan version

Specific to political or group-based neutrality.

FAQs

How to use "unbiased version" in a sentence?

You can use it to describe a refined output, such as: "The researchers developed an "unbiased version" of the algorithm to ensure fair results."

What can I say instead of "unbiased version"?

Depending on the context, you can use alternatives like "<a href="/s/impartial+version" target="_blank" rel="alternative">impartial version", "<a href="/s/neutral+version" target="_blank" rel="alternative">neutral version", or "<a href="/s/objective+account" target="_blank" rel="alternative">objective account".

Is "unbiased version" or "unbias version" correct?

The correct form is "unbiased version". The word 'unbiased' acts as an adjective describing the noun 'version'. 'Unbias' is a verb or a noun but cannot be used as an adjective in this context.

What is the difference between an "unbiased version" and a "balanced version"?

An "unbiased version" implies the removal of error or prejudice to find the truth, whereas a "<a href="/s/balanced+version" target="_blank" rel="alternative">balanced version" might simply present two opposing views with equal weight, even if one is more factually accurate than the other.