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03-ref-hallucination-arena

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By agentscope-ai/OpenJudge (GitHub) · research · 1,101 stars · scanned at commit 03c4445

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.

Works with any agent that supports SKILL.md skills.

What this skill can do

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Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'03-ref-hallucination-arena' ] || [ -L ~/.agents/skills/'03-ref-hallucination-arena' ]; then echo 'A skill folder named 03-ref-hallucination-arena already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/agentscope-ai/OpenJudge' "$d" && git -C "$d" checkout --quiet '03c444567d5bb10429b10f4d2ad9df493b0edcc9' -- 'skills/academic-eval/03-ref-hallucination-arena' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/academic-eval/03-ref-hallucination-arena' ~/.agents/skills/'03-ref-hallucination-arena' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'03-ref-hallucination-arena' ~/.claude/skills/'03-ref-hallucination-arena' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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