The workbench exposes local rewrites, an editorial model path, seven NLLB round trips, and three multi-pivot paths. These are editorial experiments, not guarantees of authorship or detector outcomes. Method benchmarks remain at /research/methods.

Humanisation workbench / beta

Build a treatment profile, not a magic rewrite

Combine local rewrites and NLLB round trips, inspect every intermediate, then run the current detector on the result. Translation can change meaning: citations, facts and terminology still require author review.

Execution chain

Ordered transformations

    One Turnstile check authorises exactly one chain run. Profile definitions stay in this browser; the complete chain is executed as one EU API job.

    Modes

    • Profiles — available now. Start from eight named treatments, then change, reorder, add, or remove every operation.
    • Translation chains — available now for English source text. Single and multi-pivot NLLB paths preserve recognised technical entities and show each returned intermediate for review.
    • Custom profiles — stored only in this browser. Text is sent step by step to the selected EU API operation; profile structure is not uploaded.

    AST-aware editorial mode

    Most humanisers feed your draft to a paraphraser and return whatever comes back. That breaks two things: citations and quoted material. A paraphraser does not know that (Liang et al., 2023) is load-bearing prose; it sees a noun phrase and rewords it.

    humaniser.eu parses the draft into an abstract syntax tree before the rewrite. Citation nodes, block quotes, fenced code, named-entity spans, and footnote markers are pinned. The rewriter only edits the prose nodes between them. The rewrite arrives with a diff view that shows what changed and what was held.

    Citation preservation

    The citation lock recognises author-year (Smith, 2024), numeric ([14]), and footnote formats. The pinned span is reinserted verbatim at the matched position in the rewrite. If the rewriter cannot place a pinned citation cleanly, the rewrite is rejected and the original sentence is returned untouched.

    What is not rewritten

    • Direct quotations inside curly or straight quotes.
    • Block quotes, including indented and fenced.
    • Code fences and inline code.
    • Citations and references in any recognised format.
    • Named entities — people, organisations, products, court cases.

    The detector page documents the verdict format; this page documents the rewrite. They share a model identifier, which appears in both analysis records so a reviewer can confirm the rewrite was scored by the same detector version that flagged the draft.