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HalluCitation Matters: Revealing the Impact of Hallucinated References with 300 Hallucinated Papers in ACL Conferences

Beginner
Yusuke Sakai, Hidetaka Kamigaito et al.Jan 26arXiv

The paper finds almost 300 accepted NLP papers (mostly in 2025) that include at least one fake or non-existent reference, which the authors call a HalluCitation.

#HalluCitation#hallucinated citations#citation verification

OpenNovelty: An LLM-powered Agentic System for Verifiable Scholarly Novelty Assessment

Intermediate
Ming Zhang, Kexin Tan et al.Jan 4arXiv

OpenNovelty is a four-phase, AI-powered helper that checks how new a research paper’s ideas are by comparing them to real, retrieved papers.

#novelty assessment#peer review#LLM agentic system