Hedging

In plain English

You are telling the reader how sure you are. "The data show" and "the data may suggest" describe the same data and two different degrees of confidence.

Done well it is precision. Done reflexively it becomes a way of never saying anything that could be checked.

A worked example

One finding, stated at four strengths.

1. Detectors are biased against non-native writers.
2. Detectors can be biased against non-native writers.
3. One study found detectors misclassified most essays by non-native writers.
4. It may potentially be the case that some detectors could, in certain
   circumstances, appear to show some degree of possible bias.

1 overstates: it turns one measurement into a universal property of every tool.

3 is the honest version. It hedges by naming the scope — one study, this population — rather than by adding softening words, and it is the only one a reader can go and check.

4 hedges five times and asserts nothing. Stacked hedges are not more careful than a single accurate one; they are a way of appearing careful while committing to nothing.

Why it matters for AI detection

Academic writing requires hedging, and being marked down for over-claiming is one of the most common pieces of feedback students receive. Learning to hedge by scoping a claim rather than by softening its verb is most of the skill.

It matters in an accusation too, in both directions. A tutor's "this appears to be AI-generated" is hedged; an institution's "this was AI-generated" is not, and the difference is procedurally significant when a score is the only evidence.

Hedges are also on almost every list of AI-writing tells, which is a poor reason to remove them. Stripping honest qualification out of a claim to sound more human makes the claim less accurate, and the trade is not worth making.

Commonly confused with

Vagueness

A hedge states a claim precisely and limits its strength. Vagueness leaves the claim itself unclear. "Most tools scored under 80%" is hedged; "tools vary" is vague.

Weasel words

Weasel wording attributes a claim to no one in particular — "it is widely believed" — so nobody can be asked for the source. Hedging owns the claim and limits it.

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