Abstention vs. Hallucination: Benchmarking LLM Source Attribution for Scientific Citations

This benchmark evaluates whether LLMs can correctly attribute scientific citations or should abstain, addressing a key reliability risk in AI-assisted research.

Auto-scored: The paper provides a benchmark for citation attribution, a minor risk of hallucination and a partial mitigation through improved evaluation.