bib-verify
Verify a BibTeX file for hallucinated or fabricated references by cross-checking every entry against CrossRef, arXiv, and DBLP. Reports each reference as verified, suspect, or not found, with field-level mismatch details (title, authors, year, DOI). Use when the user wants to check a .bib file for fake citations, validate references in a paper, or audit bibliography entries for accuracy.
DeepseekModel
Curated skill
Quality Excellent · 90
v1.0.0
Get
https://deepseekmodel.com/api/download.php?id=agentscope-ai-openjudge-skills-bib-verify-skill-md&format=skill
Download .skill
Standard format with system_prompt and model_config, ready for any agent framework
The actual content of the system_prompt field in the .skill file.
name bib-verify description Verify a BibTeX file for hallucinated or fabricated references by cross-checking every entry against CrossRef, arXiv, and DBLP. Reports each reference as verified, suspect, or not found, with field-level mismatch details (title, authors, year, DOI). Use when the user wants to check a .bib file for fake citations, validate references in a paper, or audit bibliography entries for accuracy. BibTeX Verification Skill Check every entry in a .bib file against real academic databases using the OpenJudge PaperReviewPipeline in BibTeX-only mode: Parse — extract all entries from the .bib file Lookup — query CrossRef, arXiv, and DBLP for each reference Match — compare title, authors, year, and DOI Report — flag each entry as verified , suspect , or not_found Prerequisites pip install py-openjudge litellm Gather from user before running Info Required? Notes BibTeX file path Yes .bib file to verify CrossRef email No Improves CrossRef API rate limits Quick start # Verify a standalone .bib file python -m cookbooks.paper_review --bib_only references.bib # With CrossRef email for better rate limits python -m cookbooks.paper_review --bib_only references.bib --email your@email.com # Save report to a custom path python -m cookbooks.paper_review --bib_only references.bib \ --email your@email.com --output bib_report.md Relevant options Flag Default Description --bib_only — Path to .bib file (required for standalone verification) --email — CrossRef mailto — improves rate limits, recommended --output auto Output .md report path --language en Report language: en or zh Interpreting results Each reference entry is assigned one of three statuses: Status Meaning verified Found in CrossRef / arXiv / DBLP with matching fields suspect Title or authors do not match any real paper — likely hallucinated or mis-cited not_found No match in any database — treat as fabricated Field-level details are shown for suspect entries: title_match — whether the title matches a real paper author_match — whether the author list matches year_match — whether the publication year is correct doi_match — whether the DOI resolves to the right paper Additional resources Full pipeline options: ../paper-review/reference.md Combined PDF review + BibTeX verification: ../paper-review/SKILL.md
Keywords that activate this skill. Click one to copy it.
This skill does not provide trigger words.
The downloaded .skill package contains the following fields.
| Field | Description |
|---|---|
| format | Format tag (skill/v1) |
| skill_id | Unique skill ID |
| name | Skill name |
| version | Version |
| description | Description |
| category | Categories (array) |
| trigger_words | Trigger words |
| tags | Tags |
| source | Source |
| source_url | Source URL (this page) |
| exported_at | Exported at (set per download) |
| system_prompt | System prompt body |
| model_config | Model config: provider / model / temperature / max_tokens / top_p |
| examples | Examples |
| install_guide | Import guide for Coze / Dify / Claude / custom frameworks |
The same skill can be exported in different platform formats.
