Language processing in humans and computers
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arXiv
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866911884900302848 |
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| author | Pavlovic, Dusko |
| author_facet | Pavlovic, Dusko |
| contents | Machine-learned language models have transformed everyday life: they steer us when we study, drive, manage money. They have the potential to transform our civilization. But they hallucinate. Their realities are virtual. This note provides a high-level overview of language models and outlines a low-level model of learning machines. It turns out that, after they become capable of recognizing hallucinations and dreaming safely, as humans tend to be, the language-learning machines proceed to generate broader systems of false beliefs and self-confirming theories, as humans tend to do. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2405_14233 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Language processing in humans and computers Pavlovic, Dusko Computation and Language Machine Learning Logic in Computer Science 68T07, 68T50 I.2.7; I.2.6; H.3.1; H.3.3 Machine-learned language models have transformed everyday life: they steer us when we study, drive, manage money. They have the potential to transform our civilization. But they hallucinate. Their realities are virtual. This note provides a high-level overview of language models and outlines a low-level model of learning machines. It turns out that, after they become capable of recognizing hallucinations and dreaming safely, as humans tend to be, the language-learning machines proceed to generate broader systems of false beliefs and self-confirming theories, as humans tend to do. |
| title | Language processing in humans and computers |
| topic | Computation and Language Machine Learning Logic in Computer Science 68T07, 68T50 I.2.7; I.2.6; H.3.1; H.3.3 |
| url | https://arxiv.org/abs/2405.14233 |