Tag
#verification
3 insights
- ai · arxiv/cs.AI · 4 min
Evergreen: Cost-Efficient Verification of LLM-Generated Claims
A system that recasts claim verification as semantic queries, reducing LLM costs by 3.2x while maintaining accuracy on aggregated data.
Apr 30, 2026 Read → - ai · arxiv/cs.AI · 8 min
Statistical Certification Framework for AI Risk Regulation
Researchers propose a two-stage verification method to quantify acceptable risk thresholds and audit AI system failure rates without model access.
Apr 25, 2026 Read → - ai · arxiv/cs.AI · 3 min
VLAA-GUI: Framework Stops Agents from Looping and Guessing
A modular GUI automation system uses verification, loop detection, and search to prevent autonomous agents from declaring false success or repeating failed actions.
Apr 24, 2026 Read →