Auxiliary uncertainty signals for LLM-assisted systematic review screening: a benchmark across eight Cohen drug-class reviews
A new benchmark study from arXiv (2608.14551v1) shows that an auxiliary BERT+GCN classifier improves LLM-assisted systematic review screening, with full-context prompt delivery yielding significant F1…