
CRITIC: Why LLM Self-Correction Requires External Tool Feedback
CRITIC lifts open-domain QA by 7.7 F1 and cuts toxicity 79.2% by verifying LLM revisions against external tools, not itself.
#error-prevention
Techniques for preventing and catching errors in AI-generated financial data