A technical edit should help the reader follow the claim without strengthening its evidence. Replace roundabout wording where it helps, but keep uncertainty, scope, measurements, and limitations intact. Active voice is a choice about clarity, not permission to claim a result the source does not establish.
The following is a prepared editorial example, not a recorded NoteCleaner output or a report of a real experiment.
Original technical note
An examination of the experimental results was conducted by the research team. It was observed that a significant reduction in latency occurred following the implementation of the caching protocol, although external network anomalies were detected. The report does not establish whether the protocol caused the reduction. Further measurements are needed before the team can recommend using the protocol in the production system.
A careful revision
The research team examined the experimental results and observed a significant reduction in latency after the caching protocol was implemented. External network anomalies were also detected. The report does not establish whether the protocol caused the reduction. The team needs further measurements before recommending the protocol for the production system.
The opening now has a visible subject and direct verbs. The sequence, anomalies, unresolved causation, and need for further measurements remain. No measurement or frequency is added.
Do not change “after” into “because”
Reject this alternative: “The caching protocol significantly reduced latency despite occasional network anomalies.” It makes the protocol responsible for the reduction and introduces “occasional,” a frequency the source never supplied.
The original says a reduction followed implementation. Even a large observed difference does not, by itself, establish what caused it. A rewrite cannot resolve that question by choosing a more assertive verb.
Also check “significant.” The original uses it but provides no statistical test or threshold. Preserve it only if the writer can support the intended meaning; otherwise flag it for clarification. Do not invent a p-value to make the sentence look complete.
Use active and passive voice deliberately
“The research team examined the results” identifies the actor clearly. “The sample was heated to 80°C” may appropriately keep attention on the procedure. Neither construction is automatically right for every paper.
The University of North Carolina Writing Center's passive-voice guide explains that passive voice is not inherently a grammatical error and can be useful. Follow your field's and publication's conventions rather than replacing every passive sentence mechanically.
Protect technical terms and measurements
List the terms that must remain stable before requesting a rewrite. An intervention is not necessarily a treatment; latency is not throughput. A percentage-point difference is not the same as a percentage change.
Compare values, units, confidence intervals, sample sizes, and exclusions with the source document. Keep direct quotations exact. If a sentence cites a study, check that the revision still makes the claim that study supports.
Retain the strength and scope of the claim
“Suggests,” “is consistent with,” and “may” are sometimes necessary boundaries. Removing them can make prose easier to read while making the argument inaccurate. Likewise, a result from a support-team pilot should not become a statement about every department.
Prefer a short, explicit limitation over a vague phrase that hides the uncertainty. If you do not know whether a term is essential, ask the subject-matter author rather than letting an editing tool choose silently.
Try a revision and check it against the source
Load the English technical note and run the humanizer. Style options are requests; review the returned wording against the source regardless of the selected mode. The live result can differ from the editorial example above.
Check the observation, network anomalies, uncertainty about cause, and requirement for further measurements. A detector score does not validate the evidence or certify scholarly quality. Follow your institution's rules for AI assistance and disclosure.
Use the meaning-preservation checklist for a separate pass through facts, conditions, exclusions, and citations.
