Individual skill
02-ref-hallucination-arena
Benchmark LLM reference recommendation capabilities by verifying every cited paper against Crossref, PubMed, arXiv, and DBLP. Measures hallucination rate, per-field accuracy (title/author/year/DOI), discipline breakdown, and year constraint compliance. Supports tool-augmented (ReAct + web search) mode. Use when the user asks to evaluate, benchmark, or compare models on academic reference hallucination, literature recommendation quality, or citation accuracy.
skills/arena-eval/02-ref-hallucination-arena/SKILL.md
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# Reference Hallucination Arena Skill
Evaluate how accurately LLMs recommend real academic references using the
OpenJudge `RefArenaPipeline`:
1. **Load queries** — from JSON/JSONL dataset
2. **Collect responses** — BibTeX-formatted references from target models
3. **Extract references** — parse BibTeX entries from model output
4. **Verify references** — cross-check against Crossref / PubMed / arXiv / DBLP
5. **Score & rank** — compute verification rate, per-field accuracy, discipline breakdown
6. **Generate report** — Markdown report + visualization charts
## Prerequisites
