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TurkingBench is a benchmark consisting of tasks presented as web pages with textual instructions and multi-modal contexts. Unlike previous approaches that rely on artificially synthesized web pages, TurkingBench uses natural HTML pages originally designed for crowdsourcing workers to perform various annotation tasks. Each task's HTML instructions are instantiated with different values derived from crowdsourcing tasks, creating diverse instances.

Panopticon AI is an open-source, web-based simulation platform for military modeling and AI research. It enables reinforcement learning in realistic wargaming scenarios, helping develop advanced AI agents for strategic applications. With a user-friendly interface and a backend for training and integrating custom agents, the platform offers a flexible environment for creating and playing custom wargames. Panopticon AI advances AI in wargaming, helping military planners forecast scenarios.