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
a pool of models
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a pool of models" is correct and usable in written English.
It can be used to refer to a collection or group of different models, often in contexts like data science, machine learning, or design. Example: "In our research, we created a pool of models to evaluate the effectiveness of various algorithms."
✓ Grammatically correct
Science
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
4 human-written examples
Taking a pool of models as an input, it first filters out illegal characters and chain-break characters in their corresponding PDB files.
Science
The MULTICOM's outstanding performance in the extremely competitive CASP11 experiment demonstrates that our large-scale model QA is powerful for ranking and selecting good models from a pool of models of different quality.
Science
Summary: We built a web server named APOLLO, which can evaluate the absolute global and local qualities of a single protein model using machine learning methods or the global and local qualities of a pool of models using a pair-wise comparison approach.
Science
However, multi-model QA method is largely influenced by the proportion of good models in the pool or the average quality of the largest model cluster in the pool, whereas single-model QA methods may work better in assessing a small number of models of wide-range quality usually associated with a hard target or a pool of models with very low proportion of good ones (Cao et al., 2014a).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
From this model, we formed a pool of candidate models where all covariates and interactions were removed sequentially.
Science
We determined the appropriate models of sequence evolution from a pool of 16 models (K80, HKY, SYM, GTR with and without I and Γ) for each partition using a JC corrected neighbor-joining tree in PAUP* [ 52] and the Bayesian Information Criterion [BIC: [ 53]].
Science
Given a pool of structural models generated for a target protein (e.g. hundreds of models generated for a CASP11 target), the MULTICOM method used unprecedentedly 14 complementary model QA methods to predict the quality score of each model first (Table 1).
Science
This yielded a pool of 70 models of nucleotide sequence evolution plus their corresponding parameter estimates and NJ trees.
Science
A pool of 10000 models, treating each domain as a rigid body connected by a flexible linker, was randomly generated using the program RANCH.
Science
Selection of models used for inference in the analyses was performed within a model selection framework (e.g., Anderson et al. 2000; Buckland et al. 1997; Burnham and Anderson 2002): First, a pool of candidate models was defined.
Science
The query sequence and template structure alignment was first performed using the Modeller Align module, and then manually inspected to ensure the best alignment for generating a pool of 2000 models.
Science
Expert writing Tips
Best practice
When describing a group of potential models, consider using "a pool of models" to emphasize the availability of multiple options for selection and evaluation.
Common error
Avoid using "a pool of models" when referring to a single, well-defined model. This phrase is most appropriate when multiple, distinct models are under consideration.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a pool of models" functions as a noun phrase, typically serving as the subject or object of a sentence. Ludwig examples showcase its use in scientific contexts, where multiple models are considered for analysis or selection.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
The phrase "a pool of models" is a grammatically sound and usable phrase, primarily found in scientific and academic contexts. Ludwig AI analysis shows its use to describe a collection of models, often in the context of evaluation or selection. While relatively rare, its meaning is clear and its usage is consistent. Consider alternative phrases like "a collection of models" or "a set of models" depending on the specific nuance you wish to convey.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
a collection of models
Replaces "pool" with "collection", emphasizing a gathered group.
a set of models
Substitutes "pool" with "set", indicating a defined group of models.
an array of models
Uses "array" instead of "pool", suggesting an ordered or structured group.
a range of models
Replaces "pool" with "range", focusing on the diversity within the group.
a selection of models
Emphasizes the act of choosing from available models.
a suite of models
Implies a comprehensive set designed to work together.
a cluster of models
Highlights the grouping and potential similarities among the models.
a database of models
Suggests an organized repository of models, suitable for querying and analysis.
a library of models
Implies a structured collection of models, accessible for use and modification.
a portfolio of models
Suggests a strategic collection of diverse models.
FAQs
How can I use "a pool of models" in a sentence?
You can use "a pool of models" to describe a set of available models from which to choose, for example, "We evaluated "a pool of models" to find the most accurate predictor".
What's the difference between "a pool of models" and "a set of models"?
While both phrases refer to a collection of models, ""a pool of models"" often implies a larger, less curated collection, whereas "a set of models" might suggest a more defined and specific grouping.
Which is correct: "a pool of model" or "a pool of models"?
"A pool of models" is correct. The plural "models" is necessary because "pool" refers to a collection of multiple items, not a single one.
Are there contexts where "a selection of models" is more suitable than "a pool of models"?
Yes, "a selection of models" is better when you're emphasizing the act of choosing specific models from a larger group, implying a curated subset, whereas "a pool of models" simply indicates the availability of multiple options.
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
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested