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model bias

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Model Perspective
Model Perspective
May 30, 2025 · Artificial Intelligence

Why Large Language Models Are Just Mathematical Functions: A Rational Perspective

The article argues that large language models are fundamentally mathematical functions that model human language, emphasizing their role as simplified representations, explaining their structural nature, sources of errors, the importance of prompts as boundary conditions, and the need for clear usage assumptions to avoid anthropomorphic misconceptions.

AI fundamentalsPrompt Engineeringlarge language models
0 likes · 11 min read
Why Large Language Models Are Just Mathematical Functions: A Rational Perspective
Architecture and Beyond
Architecture and Beyond
Mar 18, 2023 · Artificial Intelligence

Key Considerations for Deploying AIGC Products: Safety, Capacity, Cost, Legal Compliance, and Bias

The article outlines essential factors for launching AIGC products—including safety, content moderation, capacity planning, cost control, legal and copyright compliance, and model bias—providing practical guidance for technology managers navigating the rapidly evolving AI landscape.

AI safetyAIGCCost Management
0 likes · 21 min read
Key Considerations for Deploying AIGC Products: Safety, Capacity, Cost, Legal Compliance, and Bias