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UnifiedPlayers, a cooperative framework comprising a Planning Player that generates tasks, an Execution Player that produces multi-turn trajectories with Python tool calls, and an Evaluation Player that constructs executable verifiers, highlights cooperation among specialized players as a promising path toward self-enhanced tool-integrated agents.
LVLMs may not be as adept at reasoning as previously thought, with new benchmarks revealing significant gaps in their performance.
