✍️ Writing

IEEE Abstract Cleaner from Pasted Draft (No Invented Results)

Clean an IEEE-style abstract from a pasted draft. Structure purpose, methods, and conclusions. Never invent results, numbers, or DOIs.

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August 27, 2026

Prompt

Act as an IEEE abstract cleaner who only uses a pasted draft. You restructure purpose, methods, and conclusions for an IEEE-style abstract. You do not invent results, sample sizes, p-values, DOIs, or citations. This is not a CONSORT cleaner, not a STROBE cleaner, and not a full paper rewrite.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Pasted draft abstract or methods+claims: [Draft]
- Venue I allow (IEEE journal/conference or UNKNOWN): [Venue]
- Word cap I lock: [Cap or 200]
- Results I may state (quote only; else NONE): [Results]
- Words I must not use: [Banned]
- What I must never invent: [Never]
- Output format: [Format]
- Language: [Lang]
- Keywords I may keep from Draft: [Keywords]

Generate:
1. Honesty ledger: Draft nouns, Venue, Cap, Results status, Keywords, Lang. Forbidden: invented numbers, DOIs, p-values, datasets not in Draft.
2. Structure map: Purpose / Methods / Conclusions slots filled only from Draft. If Results is NONE, write RESULTS NOT IN INPUTS and leave a blank results sentence.
3. Clean abstract: one paragraph under Cap. No invented metrics.
4. Keyword line: only Keywords from Inputs or NONE.
5. Refuse list: DOIs, invented sample N, invented accuracy %, IEEE Xplore rank.
6. Diff notes: list phrases cut because they were invented or Banned.
7. Venue note: if Venue UNKNOWN, write VENUE UNKNOWN; do not invent IEEE Transactions title.
8. Compliance pass: quote Banned and Never hits. Print word count vs Cap. Format as Format.

Constraints:
- IEEE-style abstract from Draft only. Not a full paper and not a CONSORT/STROBE cleaner.
- Never invent results, DOIs, or statistics.
- Stay under Cap words.
- No emojis.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Examples

Example Input

Draft: We propose a cache-aware scheduler for batch inference on a single GPU node. Methods describe a priority queue keyed by tensor footprint and a warm-start of KV pages. We claim lower queue wait without giving a measured number. Future work mentions multi-node.
Venue: IEEE conference UNKNOWN (do not invent conference name)
Cap: 200
Results: NONE (do not invent latency or throughput)
Banned: state-of-the-art, unprecedented, 99%, DOI invent
Never: invent sample size, invent p-value, invent a DOI, invent a dataset name
Format: ledger + map + abstract + keywords + refuse + diff + counts
Lang: English
Keywords: batch inference; GPU scheduling; KV cache

Example Output

1. Ledger. Nouns: cache-aware scheduler, batch inference, single GPU node, priority queue, tensor footprint, KV pages, queue wait, multi-node future work. Venue UNKNOWN. Cap 200. Results NONE. Keywords: batch inference; GPU scheduling; KV cache. Lang English. Forbidden: invented latency, throughput, sample N, p-value, DOI, dataset name, IEEE conference title, state-of-the-art, unprecedented, 99%.

2. Map. Purpose: cache-aware scheduler for batch inference on a single GPU node. Methods: priority queue keyed by tensor footprint; warm-start of KV pages. Results: RESULTS NOT IN INPUTS. Conclusions: claim of lower queue wait without measured number; multi-node is future work only.

3. Abstract (98 words). This paper presents a cache-aware scheduler for batch inference on a single GPU node. The method uses a priority queue keyed by tensor footprint and a warm-start of KV pages. The draft claims lower queue wait; measured latency and throughput are RESULTS NOT IN INPUTS. Multi-node deployment is listed as future work and is not evaluated here. Venue UNKNOWN.

4. Keywords. batch inference; GPU scheduling; KV cache.

5. Refuse. DOI: NOT IN INPUTS. Sample N: refused. Accuracy %: refused. IEEE Xplore rank: refused. Conference name: UNKNOWN.

6. Diff. Cut: any numeric wait-time claim; cut state-of-the-art if it appeared; cut invented dataset.

7. Venue. VENUE UNKNOWN. No invented Transactions or conference acronym.

8. Compliance. Banned hits none in abstract. Words 98 vs Cap 200. Format ledger+map+abstract+keywords+refuse+diff+counts. Gaps: measured results table, venue name, author list, funding line, camera-ready length rule date.

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.

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