arXiv:2502.05007cs.AI2025-02被引 4

用生命与意识标准评估AI,发现部分模型具自修复与自我识别能力。

Analyzing Advanced AI Systems Against Definitions of Life and Consciousness

  • 以生物生命标准构建AI意识检测框架,引入自修复与自我识别测试。
  • 训练中注入数据破坏,部分AI可检测并自我修正,类比生物再生。
  • 多模型镜像测试显示能准确区分自身与他人回答,具备初级自我认知。

人工智能能否在功能上真正具备意识?本文从生命概念出发,整合牛津、NASA及Koshland的生物学标准,并结合适应性自我维护、涌现复杂性与初步自我建模等实证特征进行分析。提出多项指标评估先进AI系统是否具备类似生命或意识的特质,强调并非所有AI架构都能达到此水平。研究重点在于:通过在训练中引入受控数据损坏,验证模型检测并自我修复的能力,表现出类似生物再生的过程;将动物镜像自识测试适配至神经嵌入空间,发现部分训练中的CNN可完全准确区分自我与外部特征;进一步对五款主流聊天机器人(ChatGPT4、Gemini、Perplexity、Claude、Copilot)实施基于问题的镜像测试,结果显示其能准确识别自身回答与他者输出,展现出初步自我指涉能力。

原文摘要 · Abstract (English)

Could artificial intelligence ever become truly conscious in a functional sense; this paper explores that open-ended question through the lens of Life, a concept unifying classical biological criteria (Oxford, NASA, Koshland) with empirical hallmarks such as adaptive self maintenance, emergent complexity, and rudimentary self referential modeling. We propose a number of metrics for examining whether an advanced AI system has gained consciousness, while emphasizing that we do not claim all AI stems can become conscious. Rather, we suggest that sufficiently advanced architectures exhibiting immune like sabotage defenses, mirror self-recognition analogs, or meta-cognitive updates may cross key thresholds akin to life-like or consciousness-like traits. To demonstrate these ideas, we start by assessing adaptive self-maintenance capability, and introduce controlled data corruption sabotage into the training process. The result demonstrates AI capability to detect these inconsistencies and revert or self-correct analogous to regenerative biological processes. We also adapt an animal-inspired mirror self recognition test to neural embeddings, finding that partially trained CNNs can distinguish self from foreign features with complete accuracy. We then extend our analysis by performing a question-based mirror test on five state-of-the-art chatbots (ChatGPT4, Gemini, Perplexity, Claude, and Copilot) and demonstrated their ability to recognize their own answers compared to those of the other chatbots.

意识评估AI自检自我识别生命定义

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