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@GenReasoning

Introducing Reinforcement Learning from Collective Rewards (RLCR). RLCR is a recipe that trains language models as agent organisations, which share a message board and workspace. We use it to train Avalon-M1-Mini (120B) and study its behaviour. We find a number of interesting results, including: πŸ› οΈ Learnt organisational hierarchies and divisions of labour πŸ•΅οΈ Increased collective verification, through hires of verifiers and testers πŸ‘₯ The rise of collective thinking, where agents think more about other agents and how to help them We believe RLCR can provide a laboratory for studying collective intelligence and multi-agent safety. Blog post and technical report πŸ‘‡

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