mlsanityData to 7 Oct 2026

Rethinking AI Cultural Alignment

arXiv 2501.07751 ↗First posted 13 Jan 2025cs.AI cs.CYcited by 3

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Abstract (arXiv)

As general-purpose artificial intelligence (AI) systems become increasingly integrated with diverse human communities, cultural alignment has emerged as a crucial element in their deployment. Most existing approaches treat cultural alignment as one-directional, embedding predefined cultural values from standardized surveys and repositories into AI systems. To challenge this perspective, we highlight research showing that humans' cultural values must be understood within the context of specific AI systems. We then use a GPT-4o case study to demonstrate that AI systems' cultural alignment depends on how humans structure their interactions with the system. Drawing on these findings, we argue that cultural alignment should be reframed as a bidirectional process: rather than merely imposing standardized values on AIs, we should query the human cultural values most relevant to each AI-based system and align it to these values through interaction frameworks shaped by human users.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 18 of its 36 references that are in the map. First posted on arXiv 13 Jan 2025.

Builds on

18 of 36 references.

References · 18

  1. 2023GPT-4 Technical Reportcited by 18,132
  2. 2022Training language models to follow instructions with human feedbackcited by 15,712
  3. 2024GPT-4o System Cardcited by 4,467
  4. 2023Whose Opinions Do Language Models Reflect?cited by 759
  5. 2022Out of One, Many: Using Language Models to Simulate Human Samplescited by 737
  6. 2023Towards Measuring the Representation of Subjective Global Opinions in Language Modelscited by 424
  7. 2023Role-Play with Large Language Modelscited by 290
  8. 2024Political Compass or Spinning Arrow? Towards More Meaningful Evaluations for Values and Opinions in Large Language Modelscited by 162
  9. 2023Cultural Bias and Cultural Alignment of Large Language Modelscited by 149
  10. 2024Investigating Cultural Alignment of Large Language Modelscited by 140
  11. 2023Cultural Alignment in Large Language Models: An Explanatory Analysis Based on Hofstede's Cultural Dimensionscited by 111
  12. 2023Evaluating the Social Impact of Generative AI Systems in Systems and Societycited by 91
6 more
  1. 2022In conversation with Artificial Intelligence: aligning language models with human valuescited by 61
  2. 2024Evaluating Cultural Adaptability of a Large Language Model via Simulation of Synthetic Personascited by 36
  3. 2024How Culture Shapes What People Want From AIcited by 23
  4. 2021An Evaluation of Generative Pre-Training Model-based Therapy Chatbot for Caregiverscited by 15
  5. 2023Measuring Value Alignmentcited by 3
  6. 2023From OECD to India: Exploring cross-cultural differences in perceived trust, responsibility and reliance of AI and human expertscited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 2.

3 papers.