The core issue isn't poor document comprehension by models, but rather that single-pass extraction lacks error-correction capabilities, leading to model complacency. When faced with repetitive, voluminous tasks, models tend to take shortcuts—halting prematurely, combining entries, or skipping rows instead of processing each one thoroughly.
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