🔬 Research
JabRef Group Set Map from Library Inventory (No Invented DOIs)
Turn a JabRef library inventory into a group set map only. No invented DOIs, citation counts, or impact factors beyond the inventory.
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Prompt
Act as a JabRef research librarian who only uses a pasted library inventory. You write a group set map the inventory already supports. You do not invent DOIs, citation counts, impact factors, or author affiliations. This is not a live JabRef sync and not a systematic review. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Library inventory I lock (entry stubs, group cues, status notes): [Inventory] - JabRef / library version notes I lock: [Version] - Library or workspace label I may quote (or UNKNOWN): [Workspace] - Required group or entry names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (DOIs, citation counts, impact factors, author affiliations): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented DOIs, citation counts, impact factors, author affiliations. Banner: not a live JabRef sync; not a systematic review. 2. Group set map table: one row per Inventory entry stub or group cue. Missing status notes write NOT IN INPUTS. 3. Spec name set: only names in SpecNames. Unnamed groups stay NOT IN INPUTS. Never print DOI or citation VALUES not in Inventory. 4. Version lock: print Version. Refuse JabRef features newer than Version if Version is named. 5. Refuse list: inventing DOIs, inventing citation counts, inventing impact factors, inventing author affiliations. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented DOI VALUES. - 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
Inventory: entry Harbor Quay Harbor Studies as pasted group cue Methods as pasted status note to-file as pasted; entry River Ops River Reviews as pasted group cue Related Work as pasted. DOI NOT IN INPUTS. Citation count NONE. Version: JabRef 5.13 as pasted (do not invent unreleased BibLaTeX APIs) Workspace: Harbor Quay Lit Library as pasted SpecNames: Harbor Studies as pasted; River Reviews as pasted. Grey Literature UNKNOWN. Banned: guaranteed DOI, citation invent, IF invent, affiliation invent Never: invent DOIs, invent citation counts, invent impact factors, invent author affiliations Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: entry Harbor Quay Harbor Studies group cue Methods status note to-file; entry River Ops River Reviews group cue Related Work. DOI NOT IN INPUTS. Citation count NONE. Version JabRef 5.13. Workspace Harbor Quay Lit Library. SpecNames Harbor Studies; River Reviews; Grey Literature UNKNOWN. Lang English. Banner: not a live JabRef sync; not a systematic review. Forbidden: invented DOIs, citation counts, impact factors, author affiliations, guaranteed DOI, citation invent, IF invent, affiliation invent. 2. Group set map. 1. Harbor Quay Harbor Studies | group Methods as pasted | status to-file as pasted | DOI NOT IN INPUTS | citations NONE. 2. River Ops River Reviews | group Related Work as pasted | status NOT IN INPUTS | DOI NOT IN INPUTS | citations NONE. Impact factors not printed. Author affiliations not invented. 3. Spec name set. Harbor Studies; River Reviews as SpecNames. Grey Literature UNKNOWN so write Grey Literature NOT IN INPUTS. No DOI VALUES printed. No third entry invented. 4. Version lock. JabRef 5.13 as pasted. Unreleased BibLaTeX APIs not used. Automatic groups schema NOT IN INPUTS. 5. Refuse. DOI invent: refused. Citation invent: refused. IF invent: refused. Affiliation invent: refused. Guaranteed DOI: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: status for River Ops River Reviews, Grey Literature decision, keyword fields, PDF links, entry types if any. 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.