AIBullisharXiv – CS AI · Apr 106/10
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MAT-Cell: A Multi-Agent Tree-Structured Reasoning Framework for Batch-Level Single-Cell Annotation
Researchers introduce MAT-Cell, a neuro-symbolic AI framework that combines large language models with biological constraints to improve single-cell annotation accuracy. The system uses multi-agent reasoning and verification processes to overcome limitations in both supervised learning and LLM-based approaches, demonstrating superior performance on cross-species benchmarks.