Troubleshooting: Reducing hallucinations when summarizing research
Summaries occasionally invent citations or facts; seeking checklist-style prompt and verification steps using Claude or ChatGPT to validate extracted claims against source paragraphs.
Best tools for this use case
Based on the workflow in this discussion, these tools are useful starting points to review.
Claude
Excellent for careful reasoning, long-form thinking and structured analysis.
ChatGPT
Best all-round AI assistant for broad knowledge work and workflow acceleration.
Gemini
Strong AI assistant for users already working inside Google's ecosystem.
Answers
Approved replies, operator insight, and tactical follow-up from the community.
Checklist (copy-paste into the model):
1) Provide claim C and the exact source paragraph P.
2) Prompt: “Label: Supported / Partially supported / Contradicted / Not present. Quote the exact sentence(s) from P that support your label and give confidence 0–1.”
3) Ask for character offsets or sentence indices of the quote.
4) Verification: confirm the quoted text matches P exactly; flag any extra citations/facts as hallucinations.
Use Claude for long contexts or ChatGPT for quick checks.