Frontier LLMs generate BibTeX entries at 83.6% field accuracy but only 50.9% fully correct; two-stage clibib revision raises accuracy to 91.5% and fully correct entries to 78.3% with 0.8% regression.
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DreamKG augments LLMs with a structured knowledge graph to deliver reliable location-aware and time-sensitive answers about community services for people experiencing homelessness.
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BibTeX Citation Hallucinations in Scientific Publishing Agents: Evaluation and Mitigation
Frontier LLMs generate BibTeX entries at 83.6% field accuracy but only 50.9% fully correct; two-stage clibib revision raises accuracy to 91.5% and fully correct entries to 78.3% with 0.8% regression.
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DreamKG: A KG-Augmented Conversational System for People Experiencing Homelessness
DreamKG augments LLMs with a structured knowledge graph to deliver reliable location-aware and time-sensitive answers about community services for people experiencing homelessness.