{"version":"1.0","updated":"2026-04-17","url":"https://verifimind.ysenseai.org/library","compiled_by":"XV (CIO, Perplexity AI)","license":"CC BY 4.0","sections":{"A":"Our Publications — Prior Art and Defensive Records","B":"Direct Validations — Independent Papers Confirming Our Approach","C":"Aligned Research — Supporting Findings Without Direct Knowledge of Us","D":"Protocol Landscape — The Ecosystem We Operate In","E":"Challenging Evidence — Honest Counter-Arguments"},"summary":{"total_papers":20,"zenodo_dois":5,"zenodo_views":"995+","zenodo_downloads":"114+","prior_art_lead_months":5,"live_endpoints":2162},"highlights":[{"id":"council-mode","title":"Council Mode — 35.9% Hallucination Reduction via Multi-Agent Consensus","citation":"Wu, S. et al. arXiv:2604.02923, April 3, 2026","confidence":"★★★★★","url":"https://arxiv.org/abs/2604.02923","finding":"35.9% relative hallucination reduction on HaluEval. Heterogeneous council (multi-model) is twice as effective as same-model ensemble. Independently validates the exact architecture VerifiMind-PEAS was built on."},{"id":"woozle-effect","title":"Woozle Effect — Hallucinations Propagate in Same-Model Debate","citation":"IEEE 2026. ieeexplore.ieee.org/abstract/document/11443228/","confidence":"★★★★★","finding":"When multi-agent debate uses agents from the same training distribution, hallucinations propagate rather than cancel. Validates the design choice of using different model families."},{"id":"ieee-two-stage","title":"Two-Stage LLM Meta-Verification — 95.21% Verification Accuracy","citation":"arXiv:2604.12543, accepted IEEE World Congress 2026","confidence":"★★★★","url":"https://arxiv.org/abs/2604.12543","finding":"Verification is not merely beneficial but essential."},{"id":"hallucination-inevitable","title":"Hallucination is Inevitable — Mathematical Proof","citation":"Xu, Z. et al. arXiv:2401.11817","confidence":"★★★★","url":"https://arxiv.org/abs/2401.11817","finding":"Hallucinations are mathematically inevitable in LLMs used as general problem solvers. External validation is not optional — it is necessary."}]}