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Attributed Text Generation via Post-hoc Research and Revision

Contribution grade

LLM factuality and grounded generation · Human-designed research method or resource

Reference score115,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Post-hoc research-and-revision system generates verification queries, retrieves evidence, edits disagreements while limiting text changes and returns an attribution report.

Scientific scope

Post-hoc research-and-revision system generates verification queries, retrieves evidence, edits disagreements while limiting text changes and returns an attribution report. Attribution and edit preservation are distinct from universal factual correctness. Uses multiple queries, search snippets, a relevance model and prompted editing; source omissions and erroneous evidence remain. Lead-contributor stars are retained as source roles, not inferred equal shares.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Attribution and edit preservation are distinct from universal factual correctness. Uses multiple queries, search snippets, a relevance model and prompted editing; source omissions and erroneous evidence remain. Lead-contributor stars are retained as source roles, not inferred equal shares.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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