LLM-Assisted Reviewer Assignment via Auditable Expertise Matching
Results highlight consistent trade-offs across representations and matchers: two-stage re-ranking improves early-rank performance; keyword-aware Sentence-BERT increases top-3 concentration; and KG edge overlap is competitive on full abstracts, while some graph variants substantially concentrate reviewer workloads.