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AI limitations

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Cognitive Technology Team
Cognitive Technology Team
Apr 30, 2025 · Artificial Intelligence

AI Claims of Human-Level Intelligence Unveiled: Reliance on Massive Rules Over True Reasoning

The article critiques AI giants’ claims of nearing human-level intelligence, highlighting research that shows current models rely on massive rule memorization rather than genuine reasoning, leading to brittleness in navigation, mathematics, and adaptability, and emphasizing the need to understand these limitations for future progress.

AI limitationsArtificial Intelligencelarge language models
0 likes · 8 min read
AI Claims of Human-Level Intelligence Unveiled: Reliance on Massive Rules Over True Reasoning
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
May 5, 2023 · Artificial Intelligence

Limitations of Generative Pre‑trained Transformers: Hallucinations, Memory, Planning, and Architectural Proposals

The article critically examines GPT‑4 and similar transformer models, highlighting persistent hallucinations, outdated knowledge, insufficient domain coverage, lack of planning and memory, and proposes architectural extensions inspired by fast‑slow thinking and differentiable modules to overcome these fundamental constraints.

AI limitationsGPT-4Model Architecture
0 likes · 24 min read
Limitations of Generative Pre‑trained Transformers: Hallucinations, Memory, Planning, and Architectural Proposals
Tencent Cloud Developer
Tencent Cloud Developer
Mar 29, 2023 · Artificial Intelligence

GPT-4 Capabilities and Limitations: A Comprehensive Analysis

The article reviews GPT‑4’s expanded visual and coding abilities, modest arithmetic gains, and capacity to use external tools, while highlighting persistent shortcomings in planning, long‑range context, complex calculations, and societal risks such as misinformation, concluding that despite impressive advances it remains far from true artificial general intelligence.

AI capabilitiesAI limitationsArithmetic
0 likes · 14 min read
GPT-4 Capabilities and Limitations: A Comprehensive Analysis