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#knowledge-production News & Analysis

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

2 articles
AIBearisharXiv – CS AI · May 117/10
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LLM hallucinations in the wild: Large-scale evidence from non-existent citations

Researchers auditing 2.5 million scientific papers found 146,932 hallucinated citations in 2025 alone, with non-existent references surging sharply after LLM adoption. The errors concentrate in AI-heavy fields and papers with linguistic signatures of AI assistance, while current journal moderation fails to catch most instances, threatening scientific integrity and reinforcing existing biases in academic credit attribution.

AINeutralarXiv – CS AI · Mar 167/10
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Epistemic diversity across language models mitigates knowledge collapse

Research published on arXiv demonstrates that training diverse AI model ecosystems can prevent knowledge collapse, where AI systems degrade when trained on their own outputs. The study shows that optimal diversity levels increase with training iterations, and larger, more homogeneous systems are more susceptible to collapse.