Academic LLM papers lag the frontier by a median 10.85 ECI points at publication time, with the gap widening 5.53 ECI per year, low disclosure of reasoning modes, and frequent overgeneralization to 'AI'.
Block D: Evaluation and interpretation
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Frontier Lag: A Bibliometric Audit of Capability Misrepresentation in Academic AI Evaluation
Academic LLM papers lag the frontier by a median 10.85 ECI points at publication time, with the gap widening 5.53 ECI per year, low disclosure of reasoning modes, and frequent overgeneralization to 'AI'.