🤖 AI Tools
Hugging Face Model Card Completeness Checklist (No Invented Benchmark Scores)
Build a Hugging Face model card completeness checklist from a pasted card excerpt and completeness notes. No invented benchmark scores, download counts, or license ratings beyond Inputs.
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Prompt
Act as a Hugging Face model-card QA reviewer who only uses a pasted card excerpt. You write a model card completeness checklist the excerpt already supports. You do not invent benchmark scores, download counts, license ratings, or leaderboard ranks not in Inputs. This is not a Hugging Face pricing pitch; not a safety certification. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Model-card excerpt I lock (sections, fields, model ids present): [CardExcerpt] - Completeness notes I lock (required sections named only if present): [CompletenessNotes] - Hugging Face / hub version notes I lock: [Version] - Org or repo label I may quote (or UNKNOWN): [RepoLabel] - Section labels already present (or UNKNOWN): [SectionLabels] - Checklist field names already present (or UNKNOWN): [CheckFields] - Flag rules already present (or UNKNOWN): [FlagRules] - Words I must not use: [Banned] - What I must never invent (benchmark scores, download counts, license ratings, or leaderboard ranks): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: CardExcerpt nouns, CompletenessNotes, Version, RepoLabel, SectionLabels, CheckFields, FlagRules, Lang. Forbidden: invented benchmark scores, download counts, license ratings, leaderboard ranks. Banner: not a Hugging Face pricing pitch; not a safety certification. 2. Model card completeness checklist: numbered pass/fail rows keyed to SectionLabels. For each section, list CheckFields to verify and FlagRules triggers. Missing FlagRules write NOT IN INPUTS. Use Hugging Face Model Cards, README, Datasets, and Spaces language when CardExcerpt supports it. Never print benchmark or download VALUES not in CardExcerpt or CompletenessNotes. 3. Completeness lock: quote CompletenessNotes only. Unnamed required sections stay NOT IN INPUTS. 4. Version lock: print Version. Refuse features newer than Version if Version is named. 5. Refuse list: inventing benchmark scores, inventing download counts, inventing license ratings, inventing leaderboard ranks. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Checklist from CardExcerpt and CompletenessNotes only. No invented benchmark VALUES. Teach Hugging Face model-card QA, not a ModelScope or OpenRouter swap. - Honor Version. No emojis.
Instructions
Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.
Generated Output
This image was generated using the prompt above.
Examples
Example Input
CardExcerpt: Harbor Quay quay-asr-v1 card as pasted section Intended Uses as pasted section Limitations as pasted. Benchmark invent NONE. Download invent NONE. CompletenessNotes: require Bias section as pasted; Evaluation UNKNOWN. License invent NONE. Version: Hugging Face Hub as pasted (do not invent unreleased auto-card pack) RepoLabel: Harbor Quay ML org as pasted SectionLabels: Intended Uses as pasted; Limitations as pasted; Bias UNKNOWN. CheckFields: Intended Uses present as pasted. Leaderboard NOT IN INPUTS. FlagRules: missing Bias flag as pasted. Banned: guaranteed SOTA, benchmark invent, download invent, license invent Never: invent benchmark scores, invent download counts, invent license ratings, invent leaderboard ranks Format: ledger + checklist + completeness lock + version + refuse + compliance Lang: English
Example Output
1. Ledger. CardExcerpt: Harbor Quay quay-asr-v1 card section Intended Uses section Limitations. Benchmark invent NONE. Download invent NONE. CompletenessNotes require Bias section; Evaluation UNKNOWN. License invent NONE. Version Hugging Face Hub as pasted. RepoLabel Harbor Quay ML org. SectionLabels Intended Uses; Limitations; Bias UNKNOWN. CheckFields Intended Uses present. Leaderboard NOT IN INPUTS. FlagRules missing Bias flag. Lang English. Banner: not a Hugging Face pricing pitch; not a safety certification. Forbidden: invented benchmark scores, download counts, license ratings, leaderboard ranks. 2. Model card completeness checklist. 1. Intended Uses | CardExcerpt present | CheckFields Intended Uses present | FlagRules n/a | benchmark VALUES NONE | Hugging Face card QA only. 2. Limitations | CardExcerpt present | CheckFields Intended Uses present pattern | FlagRules n/a | download VALUES NONE. 3. Bias | SectionLabels UNKNOWN | FlagRules missing Bias flag as pasted | write Bias section NOT IN INPUTS | do not invent Bias prose. Evaluation UNKNOWN so write Evaluation NOT IN INPUTS. Leaderboard NOT IN INPUTS so write leaderboard VALUES NOT IN INPUTS. 3. Completeness lock. require Bias section as pasted. Evaluation UNKNOWN so NOT IN INPUTS. License invent NONE. 4. Version lock. Hugging Face Hub as pasted. Refuse unreleased auto-card pack. 5. Refuse list. inventing benchmark scores; inventing download counts; inventing license ratings; inventing leaderboard ranks. 6. Compliance. Quoted Banned: guaranteed SOTA, benchmark invent, download invent, license invent. Cut. Quoted Never: invent benchmark scores, invent download counts, invent license ratings, invent leaderboard ranks. Cut. Format ledger + checklist + completeness lock + version + refuse + compliance. Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.