7 Clear Signals That Strong Summarization Hides Knowledge Gaps: Revision history

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16 March 2026

  • curprev 08:1408:14, 16 March 2026‎ Stephen-russell06 talk contribs‎ 12,114 bytes +12,114‎ Created page with "<html><h1> 7 Clear Signals That Strong Summarization Hides Knowledge Gaps</h1> <h2> 1) Fluent Summaries That Mask Numeric Inconsistencies</h2> <p> Why do sentences that read perfectly still contain numbers that don't add up? This happens because models optimized for concise, human-like summaries focus on surface quality - fluency, brevity, coherent phrasing - rather than verifying arithmetic or provenance. A model can compress a 40-page earnings report into a neat paragr..."
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