This paper proposes Elan Barenholtz's autogenerative theory as a way to enrich Roy Harris's Integrationist linguistics, particularly for computational approaches to language. The autogenerative theory addresses gaps in Integrationism by explaining how signs maintain openness, linking linguistic and non-linguistic semiotic activity, and detailing the structure of past linguistic interactions. For natural language processing and large language model design, this offers a principled understanding of the statistical structures LLMs utilize. AI
IMPACT Provides a theoretical framework for understanding the statistical structures exploited by LLMs in natural language processing.
RANK_REASON Academic paper published on arXiv discussing linguistic theory and its application to LLMs.
- Autogenerative theory
- Elan Barenholtz
- Integrationist linguistics
- large-language models
- natural language processing
- Roy Harris
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