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Single Word Change Is All You Need: Using LLMs to Create Synthetic Training Examples for Text Classifiers

Overview of attention for article published in Expert Systems, July 2025
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About this Attention Score

  • In the top 25% of all research outputs scored by Altmetric
  • One of the highest-scoring outputs from this source (#9 of 347)
  • High Attention Score compared to outputs of the same age (92nd percentile)
  • High Attention Score compared to outputs of the same age and source (85th percentile)

Mentioned by

news
2 news outlets
twitter
7 X users
reddit
1 Redditor
bluesky
2 Bluesky users

Readers on

mendeley
2 Mendeley
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Article details
Title
Single Word Change Is All You Need: Using LLMs to Create Synthetic Training Examples for Text Classifiers
Published in
Expert Systems, July 2025
DOI 10.1111/exsy.70079
Authors

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Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 20. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 18 September 2025.
All research outputs
#2,408,913
of 34,357,314 outputs
Outputs from Expert Systems
#9
of 347 outputs
Outputs of similar age
#26,071
of 354,387 outputs
Outputs of similar age from Expert Systems
#1
of 7 outputs
Altmetric has tracked 34,357,314 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 92nd percentile: it's in the top 10% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 347 research outputs from this source. They receive a mean Attention Score of 3.8. This one has done particularly well, scoring higher than 97% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 354,387 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 92% of its contemporaries.
We're also able to compare this research output to 7 others from the same source and published within six weeks on either side of this one. This one has scored higher than all of them