A two-stage citation discovery system, using LLM relation extraction plus top-k retrieval and LLM re-ranking, achieves an F1 of 0.344 in retrieval-only mode on a 1,000-query SCIDOCA sample.
Transactions of the Association for Computational Linguis- tics5, 135–146 (2017)
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Team LA at SCIDOCA shared task 2025: Citation Discovery via relation-based zero-shot retrieval
A two-stage citation discovery system, using LLM relation extraction plus top-k retrieval and LLM re-ranking, achieves an F1 of 0.344 in retrieval-only mode on a 1,000-query SCIDOCA sample.