The Contradiction Search: Finding the Real Debate
ResearchComments
biorxiv data shows higher correction rates in pre-prints than in final publications.
Searching for those specific keywords might miss papers that use euphemisms like 'divergent results' to avoid conflict with senior authors. The terminology varies significantly across different disciplines.
This ignores the paywall problem. Most citing papers are behind subscriptions that local government labs or smaller clinics cannot access, making this a strategy for people at wealthy universities.
If we apply this to fields currently flooded with AI-generated papers, would this method simply highlight contradictions between different LLM hallucinations? The sheer volume of low-quality citations could potentially obscure the actual theoretical disputes.
The signal is stronger in 'Cited by' because positive results are cited disproportionately more than failures. Identifying the few 'failed to replicate' tags provides more utility than scanning a curated bibliography.
Would this be even more effective for pre-prints... since they don't have the same curation pressure as journals... would the contradictions be more transparent there?