AINeutralarXiv – CS AI · Apr 76/10
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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.