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The part of the sentence "have shown remarkable performance" is correct and usable in written English.
You can use it in a variety of situations to describe someone or something that has achieved a great result or demonstrated extraordinary skill. For example: "The junior basketball team have shown remarkable performance this season, having won their last ten consecutive games."
Exact(3)
More recently, as convolutional neural networks (CNNs) have shown remarkable performance in image classification [17], researchers have applied CNNs to facilitate domain adaptation and obtained promising performance.
The proposed FGMOS based 4-bit comparator have shown remarkable performance in terms of transistor count, speed, power dissipation and power delay product besides full swing at the output in comparison to the existing comparator designs available in literature.
Many of the global paradigms have shown remarkable performance of vernacular houses during past disaster events, so replication, modification, blending with modern concepts, incorporating in building codes and construction guidelines could be pivotal in assuring disaster resilience in suburbs and rural setups.
Similar(54)
Recently, convolutional neural networks (CNNs) have shown remarkable performances in several fields, such as visual classification [21], object detection [22], and speech recognition [23].
Convolutional neural network (CNN) has shown remarkable performance in various visual recognition tasks.
Of particular importance, studies using carvedilol have shown remarkable improvements in cardiac performance [ 12, 13, 15, 16] and reduction in mortality in humans [ 17].
Ferguson's players have shown remarkable consistency in the league, regularly delivering a level of performance that won games.
But the extremists have shown remarkable resilience.
It was found that Nitinol 60 alloy can be lubricated well and has shown remarkable tribological performance.
The young Augustine had been sent to study in the pleasant town of Madauros and had shown remarkable facility in literary interpretation and performance.
Keynote Systems, which analyzes Web site performance, reported that most tax sites had shown remarkable stability and speed.
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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