DeepSciVerify: Verifying Scientific Claim--Citation Alignment via LLM-Driven Evidence Escalation

In three linesDeepSciVerify verifies alignment between scientific claims and citations via two-stage pipeline: abstract-level reasoning plus selective escalation to full-text passages. On SCitance benchmark: 86.7 Micro-F1 (+4.5 vs baselines), 67% of instances resolved without full-text retrieval.

Summary generated by Claude — human-verified