ClawArena: Benchmarking AI Agents in Evolving Information Environments

Researchers introduce ClawArena, a new benchmark for evaluating AI agents' ability to maintain accurate beliefs in evolving information environments with conflicting sources. The benchmark tests 64 scenarios across 8 professional domains, revealing significant performance gaps between different AI models and frameworks in handling dynamic belief revision and multi-source reasoning.