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#impossibility-theorems News & Analysis

2 articles tagged with #impossibility-theorems. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · 10h ago6/10
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When Can Human-AI Teams Outperform Individuals? Tight Bounds with Impossibility Guarantees

Researchers establish formal mathematical bounds for when human-AI teams outperform individuals, proving complementarity occurs only when error correlation between humans and AI falls below a critical threshold. The framework explains why 70% of real-world human-AI collaborations fail to achieve synergy and provides predictive formulas validated against human datasets.

AINeutralarXiv – CS AI · 10h ago6/10
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Bias by Necessity: Impossibility Theorems for Sequential Processing with Convergent AI and Human Validation

Researchers prove that primacy effects, anchoring, and order-dependence are mathematically inevitable in autoregressive language models due to causal masking constraints. The findings are validated across 12 frontier LLMs and confirmed through human experiments, suggesting cognitive biases represent resource-rational responses to sequential processing rather than design flaws.

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