Amol Pol

The Verification-Anchored Federation: Suppressing Silent Errors in Small Specialist Language Models with External Verification and Conformal Abstention

Multi-agent and small-model LLM systems commonly try to obtain reliability by asking a network to evaluate itself: self-reflection, verbalized confidence, or trained refusal. The research record shows that this pattern is fragile. We describe the Verification-Anchored Federation...