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On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing

Research article (Proceedings of the Third Workshop on Insights from Negative Results in NLP, 2022) · cited 14× · AI/ML
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Summary

On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing is a scholarly article[1].

Key Facts

  • On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing's instance of is recorded as scholarly article[2].

References

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Direct Wikidata claims

  1. [2] ↑ . wikidata.org.

Class ancestry

  1. [1] ↑ . Wikidata. wikidata.org.

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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA 4ort.xyz Knowledge Graph. (2026). On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing. Retrieved May 24, 2026, from https://4ort.xyz/entity/on-the-impact-of-data-augmentation-on-downstream-performance-in-natural-language-processing
MLA “On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/on-the-impact-of-data-augmentation-on-downstream-performance-in-natural-language-processing.
BibTeX @misc{4ortxyz_on-the-impact-of-data-augmentation-on-downstream-performance-in-natural-language-processing_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing}}, year = {2026}, url = {https://4ort.xyz/entity/on-the-impact-of-data-augmentation-on-downstream-performance-in-natural-language-processing}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing — https://4ort.xyz/entity/on-the-impact-of-data-augmentation-on-downstream-performance-in-natural-language-processing (retrieved 2026-05-24)

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