Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration — mentioned by sansseriff

Sun, 07 Dec 2025 22:50:53 GMT

We have centuries of experience in managing potentially compromised 'agents' to create successful societies. Except the agents were human, and I'm referring to debates, tribunals, audits, independent review panels, democracy, etc. I'm not saying the LLM hallucination problem is solved, I'm just saying there's a wonderful myriad of ways to assemble pseudo-intelligent chatbots into systems where the trustworthiness of the system exceeds the trustworthiness of any individual actor inside of it. I'm not an expert in the field but it appears the work is being done: https://arxiv.org/abs/2311.08152…

Paper and discussion history. A mention is not an endorsement.

Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration · HackerPapers discussions

Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration — mentioned by sansseriff