03-ref-hallucination-arena SKILL.md skillA
03-ref-hallucination-arena from agentscope-ai/openjudge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agentscope-ai/openjudge/03-ref-hallucination-arena@git:20260911.d1e0642Pins git:20260911.d1e0642 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agentscope-ai/openjudge
- Path
skills/academic-eval/03-ref-hallucination-arena/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260911.d1e0642, committed Sep 11, 2026
- Size
- 9,815 bytes
- Repository stars
- 1,020
- License
- Apache-2.0
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 ```bash # Install OpenJudge pip install py-openjudge # Extra dependency for ref_hallucination_arena (chart generation) pip install matplotlib ``` ## Gather from user before running | Info | Required? | Notes | |------|-----------|-------| | Config YAML path | Yes | Defines endpoints, dataset, verification settings | | Dataset path | Yes | JSON/JSONL file with queries (can be set in config) | | API keys | Yes | Env vars: `OPENAI_API_KEY`, `DASHSCOPE_API_KEY`, etc. | | CrossRef email | No | Improves API rate limits for verification | | PubMed API key | No | Improves PubMed rate limits | …
Read the whole file at its exact version.
How to install
mdr add agentscope-ai/openjudge/03-ref-hallucination-arena@sha256:ccd6d09688dd57e6The line at the top of this page pins the label git:20260911.d1e0642, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_tkm6n5li3k4fdm7j)
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Versions
The registry has recorded 1 version of this file, committed on Sep 11, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9815 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
agentscope-ai/openjudge · 1,020 stars · license Apache-2.0 · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tkm6n5li3k4fdm7j GET https://markdownregistry.com/api/v1/resolve?ref=agentscope-ai/openjudge/03-ref-hallucination-arena GET https://markdownregistry.com/api/v1/blob/ccd6d09688dd57e664568ed0c5a40b56df67a8ed1aa170d9492a7fdbf3ba7e81
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.