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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
官方收录技能
质量 优秀 · 90
v1.0.0
获取
https://deepseekmodel.com/api/download.php?id=agentscope-ai-openjudge-skills-bib-verify-skill-md&format=skill
下载 .skill
标准格式，含 system_prompt 与 model_config，导入任意 Agent 框架即可使用
.skill 文件中 system_prompt 字段的实际内容。
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
Agent 识别该技能的关键词，点击任意一个即可复制。
该技能未提供触发词。
下载的 .skill 包内含以下字段。
| 字段 | 说明 |
|---|---|
| format | 格式标识（skill/v1） |
| skill_id | 技能唯一 ID |
| name | 技能名称 |
| version | 版本号 |
| description | 技能描述 |
| category | 所属分类（数组） |
| trigger_words | 触发词列表 |
| tags | 标签列表 |
| source | 来源标识 |
| source_url | 来源链接（本页地址） |
| exported_at | 导出时间（每次下载生成） |
| system_prompt | 系统提示词正文 |
| model_config | 模型参数：provider / model / temperature / max_tokens / top_p |
| examples | 示例 |
| install_guide | 各平台导入说明（Coze / Dify / Claude / 自定义框架） |
