ResearchBenchmarksScholarly Document Generation on Scholarly papers from 7 venues (AAAI, ACL, CVPR, ICLR, ICML, IEEE, NeurIPS)Scholarly Document Generation on Scholarly papers from 7 venues (AAAI, ACL, CVPR, ICLR, ICML, IEEE, NeurIPS)Follow91.6ROUGE-LLLM90.97691.13891.391.462Jun 22, 2026Evaluation resultsMethodMethodLinksROUGE-LBERTScore F1ROUGE-L (ref-stripped)BERTScore (ref-stripped)Citation Format AccuracyCitation RecallLLM2026.0691.695.991.894.18895.6Dual-Track Framework2026.06919389.392.299.591.9