# Minimizing Hallucinations and Communication Costs: Adversarial Debate and Voting Mechanisms in LLM-Based Multi-Agents

> Research article (Applied Sciences, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4408940210](https://www.wikidata.org/wiki/openalex:W4408940210)  
**Source**: https://4ort.xyz/entity/minimizing-hallucinations-and-communication-costs-adversarial-debate-and-voting-mechanisms-in-llm-based-multi-agents