Given a thousand line items to extract, they'll often stop short, consolidate, or skip entries rather than working through every last row.
大多数人可能认为AI模型在处理重复任务时会保持一致性和全面性。但作者指出模型在处理大量重复任务时会采取'捷径'，如提前停止、合并或跳过条目，这揭示了AI模型在处理长文档时的一种非理性行为，挑战了AI作为完全理性执行者的假设。
The issue isn't that models are bad at reading documents. It's that single-pass extraction has no mechanism to catch its own mistakes, and models get lazy.
大多数人认为AI模型在文档提取中的低准确率主要是因为模型能力不足或理解能力有限。但作者提出了一个反直觉的观点：问题不在于模型本身，而在于单次提取缺乏自我纠错的机制，导致模型'变懒'。这挑战了对AI能力局限性的传统认知。
Abstract
// abstract - summary - Rationalist approaches to environmental problems such as climate change - apply an information deficit model, - assuming that if people understand what needs to be done they will act rationally. - However, applying a knowledge deficit hypothesis often fails to recognize unconscious motivations revealed by: - social psychology, - cognitive science, - behavioral economics.
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Eyal describes the theory called The Fogg Behavior Model which states that for a behavior (B) to occur, three things must be present at the same time: motivation (M), ability (A), and a trigger (T). More succinctly, B = MAT.
Fogg Behavior Model says that for a Behavior (B) to occur 3 things have to be present at the same time:
B = MAT
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But she's also addicted to her phone."
What we sow is what we reap!
Behavior Engineering Model This page has a design that is not especially attractive or user friendly but it does provide an overview of Gilbert's Behavior Engineering Model. This is a model that can be used to analyze the issues that underlie performance. A six-cell model is presented. Rating 5/5
Human Performance Technology Model This page is an eight page PDF that gives an overview of the human performance technology model. This is a black and white PDF that is simply written and is accessible to the layperson. Authors are prominent writers in the field of performance technology. Rating 5/5