Auxiliary uncertainty signals improve LLM-assisted systematic review screening; benchmark across eight Cohen drug-class reviews shows improved efficiency
Read the original at arxiv.org→arXiv:2608.14551v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used for title-abstract screening in systematic reviews, but their decisions lack calibrated uncertainty. We show that an...
Original headline: "Auxiliary uncertainty signals for LLM-assisted systematic review screening: a benchmark across eight Cohen drug-class reviews"
Coverage timeline
- Aug 18, 04:00 UTC arXiv cs.CL lead source Auxiliary uncertainty signals for LLM-assisted systematic review screening: a benchmark across eight Cohen drug-class reviews
- Aug 19, 04:00 UTC arXiv cs.LG Do Uncertainty Signals Help? A Systematic Study of Uncertainty-Aware Decoding with Rollback Mechanisms