# ref-hallucination-arena

This benchmark verifies whether LLMs are citing real academic papers or making them up. It hits Crossref, PubMed, arXiv, and DBLP to check every reference your model returns, then scores hallucination rate, per-field accuracy (title, author, year, DOI), and discipline breakdown. You can run it with or without tool augmentation (ReAct plus web search). The p...

## Decision Card

- Recommendation score: 32/100 (Review first)
- Fit score: 51/100
- Trust tier: Needs review
- Install readiness: Source guide
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: manual_review

## Fit & Capabilities

- Role: Coding & Development
- Protocols: manual review
- Capabilities: RAG, Multi-agent orchestration, Coding assistance, Reusable skill package

## Evidence

- Source: https://claudemarketplaces.com/skills/agentscope-ai/openjudge/ref-hallucination-arena
- Source activity: 657 stars
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Evidence is thin. Read source, license, and requirements before trial.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: Source guide
- Primary method: Source guide
- Install JSON: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/profile.json
- score.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/score.json
- evidence.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/evidence.json
- trust.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/trust.json
- trial.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/trial.json
- install.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/install.json
- history.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/history.json
- similar.json: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/similar.json
- dossier.md: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/dossier.md
- summary.md: https://agentstaffer.com/skills/claudemarketplaces-ref-hallucination-arena/summary.md
- visibility-report.json: https://agentstaffer.com/vendors/claudemarketplaces-ref-hallucination-arena/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/claudemarketplaces-ref-hallucination-arena/visibility-report
- Agent index: https://agentstaffer.com/agents.json