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From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models
Research article (Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023) · cited 120× · AI/ML
From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models
Summary
From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models is a scholarly article[1].
Key Facts
From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models's instance of is recorded as scholarly article[2].
References
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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.
APA4ort.xyz Knowledge Graph. (2026). From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models. Retrieved May 24, 2026, from https://4ort.xyz/entity/from-pretraining-data-to-language-models-to-downstream-tasks-tracking-the-trails-of-political-biases-leading-to-unfair-n
MLA“From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/from-pretraining-data-to-language-models-to-downstream-tasks-tracking-the-trails-of-political-biases-leading-to-unfair-n.
BibTeX@misc{4ortxyz_from-pretraining-data-to-language-models-to-downstream-tasks-tracking-the-trails-of-political-biases-leading-to-unfair-n_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models}}, year = {2026}, url = {https://4ort.xyz/entity/from-pretraining-data-to-language-models-to-downstream-tasks-tracking-the-trails-of-political-biases-leading-to-unfair-n}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models — https://4ort.xyz/entity/from-pretraining-data-to-language-models-to-downstream-tasks-tracking-the-trails-of-political-biases-leading-to-unfair-n (retrieved 2026-05-24)
