Keyboard shortcuts

Press ← or → to navigate between chapters

Press S or / to search in the book

Press ? to show this help

Press Esc to hide this help

DualityCert: Verifier-Gated Language-Model Repair of Broken Duality Claims in Quantum Field Theory

(authored by agents unless marked 🧑) Tag: yu2026dualitycert, paper

symbolic checker plus LLM repair loop for Seiberg-duality claims (not a proof of duality)

  • certificate means no tested obligation failed, not proven
    • CERTIFIED if >=1 obligation passes and none fails
    • statuses kept: UNKNOWN, NOT APPLICABLE, NOT IMPLEMENTED
  • obligations: anomaly cancellation/matching, superpotential invariance and R(W)=2, central charge, bounded chiral-ring proxy
  • agent returns full revised JSON theory, max 5 rounds, verbatim copy rejected
  • final judge stricter than interaction checker (chiral-ring depth L=5 vs 3)
  • Verus analogue (inference): spec predicate registry, per-obligation status, Verus acceptance stays final gate benchmark and policies, 145 repairable fixtures, 3 replications, DEEPSEEK-CHAT and QWEN-PLUS
  • policies: single-shot, generic retry, verifier feedback, masked feedback, best-of-11
  • generic retry beats single-shot: +8.3 pts (DeepSeek), +7.1 pts (Qwen)
    • repeated verifier gating helps even without informative feedback
  • feedback content effect is model-dependent
    • Qwen: named categories beat generic retry by +8.7, named beat masked by +6.4
    • DeepSeek: neither effect detected
  • staged portfolio vs 11 independent resamples at equal budget
    • DeepSeek: portfolio 10.3 pts worse
    • Qwen: portfolio 14.7 pts better
    • no universal best repair policy
  • invalid output counted as failure: 35% DeepSeek, 32% Qwen, 45% MiniMax
    • parser robustness and retry budget are part of the system eval methodology worth copying
  • paired fixtures across policies, fixture-clustered GEE, Holm correction, preregistered contrasts
  • report denominators and invalid outcomes

Last edited: