ACL Writing Style

Use this on the manuscript itself. ACL reviewers are NLP specialists who read for whether the paper understands language as well as models; the style that survives them is concrete, example-grounded, and precisely scoped.

First-page contract

• Open with the task or linguistic phenomenon, not the model family: what goes in, what comes out, why it is hard, and for whom.
• State the contribution as a typed claim by paragraph two: new method, new resource, new analysis, or new finding, ACL reviews are calibrated per type.
• Give one real example (input, desired output, failure of the status quo) on page one; abstract problem statements without an example read as vague at this venue.
• Say what languages the paper covers in the abstract if the answer is not "English only", and if it is, say that too.

Claim scoping in the LLM era

Reflex phrasing	ACL-safe phrasing
"LLMs cannot do X"	"The five models tested fail X under these prompts"
"Our method understands Y"	"Improves the Y benchmark by n points; error classes A, B shrink"
"Works across languages"	"Evaluated on de/hi/sw/zh/ar; typological coverage discussed in §7"
"Significantly better"	Reserve for tested significance; give the test and p-value or interval
"State-of-the-art"	Scope to the exact setting, model scale, and date checked

Reviewers increasingly ask whether a result is a property of the task, the model snapshot, or the prompt; write so each claim names which.

Examples and error analysis as prose