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Updated: Jan 9, 2026

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
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更大但不更好:小型神经语言模型在检测思维障碍时优于大型语言模型.

Changye Li1, Weizhe Xu1, Serguei Pakhomov2

  • 1University of Washington.

... Workshop on Computational Linguistics and Clinical Psychology
|December 8, 2025
PubMed
概括

较小的神经语言模型有效地检测出精神分裂症中的正式思维障碍,优于较大的模型. 这为临床查提供了一个具有成本效益的,保护隐私的替代方案.

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Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
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Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
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Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
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Disorganized and unusual thought processes mark thought disorders in schizophrenia. One key feature is disorganized speech, where an individual's conversation includes...
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