Voice and variation
This file adapts anti-slop and "humanizer" principles to scientific prose. The goal is not to make papers casual. The goal is to remove the machine-like habits that make scientific text feel generic, over-smoothed, or oddly promotional.
What "human" usually means here
For research manuscripts, human-sounding prose usually has:
- a specific claim at the centre
- proportion between evidence and language
- local sentence variety
- paragraph endings that actually do argumentative work
- selective signposting rather than transition spam
- some friction and texture where the thinking is difficult, instead of frictionless generic phrasing
Common machine-like habits to cut
1. Adjective-led importance
Weak:
novel,groundbreaking,remarkable,critical,compelling,transformative
Repair:
- replace the adjective with the thing the evidence actually shows
2. Generic significance endings
Weak:
These findings highlight the importance of ...Together, our results open new avenues for ...
Repair:
- say what follows from the result, under what conditions, and where the uncertainty remains
3. Conveyor-belt signposting
Weak:
AdditionallyMoreoverImportantlyNotablyTaken togetherOverall
Repair:
- use sentence structure and paragraph order to carry the logic
- keep only the few transitions that genuinely prevent misreading
4. Formulaic contrast frames
Weak:
not only ... but alsothis is not merely ...rather than simply ...
Repair:
- state the actual contrast directly
5. Abstract noun haze
Weak:
landscape,interplay,framework,paradigm,hallmark,cornerstone,suite,robust approach
Repair:
- name the system, variable, assay, model, or process
6. Over-smoothed sentence openings
Watch for high concentrations of sentence starts with:
ThisTheseItWe- or the same transition adverb
Repair by varying the opening around:
- the object being measured
- the contrast being made
- the figure or condition under discussion
- the actual new fact
7. Repetitive paragraph shapes
A suspicious draft often has paragraph after paragraph that:
- starts with a generic topic sentence
- gives a blob of middle detail
- ends with a vague importance line
Repair:
- give each paragraph one sharper job
- end on the exact point that enables the next move
What not to overcorrect
Passive voice
Do not purge all passive voice. Methods often need it, and some result sentences benefit from object-first framing.
Repetition
Technical prose sometimes needs repeated terms for clarity. Replacing every repeated noun with a synonym can make the manuscript worse.
Caution
Some fields require careful hedging. Do not "humanize" by stripping out all restraint.
Technical density
Some papers really are dense. The aim is not simplification at all costs, but guided density.
Productive revision passes
Pass 1: remove generic importance language
Delete or replace every sentence that claims importance without specifying a consequence.
Pass 2: reduce hidden verbs
Turn abstract noun phrases back into actions where possible.
Pass 3: diversify sentence openings
Check the first word or first 2-3 words of consecutive sentences. If many repeat, vary them.
Pass 4: restore stress position
Look at sentence endings. Too many weak endings on procedural detail, acronyms, or empty nouns make the prose sag.
Pass 5: preserve the paper's intellectual temperature
The manuscript should sound calm and exact. Do not inject personality; inject precision.
Dangerous rewrites
Avoid these common overcorrections:
- making the paper sound like a press release
- replacing all technical terms with vague simpler ones
- adding literary metaphors
- removing caveats that are scientifically necessary
- forcing "variety" by using synonyms for core technical entities
A good test
After revision, ask:
- Could this sentence appear in almost any paper?
- Is the claim supported right here or in the next sentence?
- Does the paragraph feel inevitable rather than templated?
- Does the conclusion sound earned rather than staged?
If the answer is no, revise again.