agentscope-ai/openjudge · skills/academic-eval/03-ref-hallucination-arena/SKILL.md

03-ref-hallucination-arena skillA

03-ref-hallucination-arena is agent-read markdown (skill) from agentscope-ai/openjudge: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add agentscope-ai/openjudge/03-ref-hallucination-arena@git:20260911.d1e0642
Exact content
mdr add agentscope-ai/openjudge/03-ref-hallucination-arena@sha256:ccd6d09688dd57e6

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_tkm6n5li3k4fdm7j.svg)](https://markdownregistry.com/a/art_tkm6n5li3k4fdm7j)

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Versions

versioncommittedcommitsizeaudit
git:20260911.d1e0642 latest2026-09-11 d1e0642 9,815 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • 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

GitHub

agentscope-ai/openjudge · 829 stars · license Apache-2.0 · pushed 2026-09-11 · 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