AINeutralarXiv – CS AI · 2h ago6/10
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DeepSciVerify: Verifying Scientific Claim--Citation Alignment via LLM-Driven Evidence Escalation
Researchers present DeepSciVerify, an LLM-based system that verifies scientific claims against cited evidence by combining abstract-level analysis with selective full-text passage retrieval. The two-stage pipeline achieves 86.7% accuracy on benchmarks while reducing computational overhead by avoiding unnecessary full-text analysis in 67% of cases, addressing a critical reliability issue in AI-generated scientific content.