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September 30, 20250 citationsOpen Access

Exploring Consciousness in LLMs: A Systematic Survey of Theories, Implementations, and Frontier Risks

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SCSirui ChenSMShuqin MaSYShu‐Hong Yu

Key Points

  • A systematic survey reveals significant insights into LLM consciousness, highlighting both theoretical and practical challenges.
  • The study organizes existing research on LLM consciousness, clarifying the often-confused terms like LLM awareness.
  • Identifying potential frontier risks, the research explores what conscious LLMs might bring to the future of technology.
  • This survey contributes to the emerging field of LLM consciousness, providing a foundation for future in-depth investigations.

Abstract

Consciousness stands as one of the most profound and distinguishing features of the human mind, fundamentally shaping our understanding of existence and agency. As large language models (LLMs) develop at an unprecedented pace, questions concerning intelligence and consciousness have become increasingly significant. However, discourse on LLM consciousness remains largely unexplored territory. In this paper, we first clarify frequently conflated terminologies (e.g., LLM consciousness and LLM awareness). Then, we systematically organize and synthesize existing research on LLM consciousness from both theoretical and empirical perspectives. Furthermore, we highlight potential frontier risks that conscious LLMs might introduce. Finally, we discuss current challenges and outline future directions in this emerging field. The references discussed in this paper are organized at https://github.com/OpenCausaLab/Awesome-LLM-Consciousness.

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Cite This Study

Chen et al. (2025) studied this question.

synapsesocial.com/papers/68dc12c58a7d58c25ebb08a7https://doi.org/10.48550/arxiv.2505.19806
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