AiRax: Paper Rewriter & AIGC Detector

paper digest text rewriter# AiRax: Paper Rewriter & AIGC Detector

How does AiRax rewrite a research paper without losing academic meaning?

AiRax first runs a paper digest text rewriter that deconstructs every paragraph into rhetorical roles—claim, evidence, caveat—then rebuilds them with a self-trained semantic engine. Instead of swapping synonyms, the engine predicts the most discipline-specific phrasing from 30 M open-access sentences and cross-validates the output through three parallel LLMs. A live table shows the result:

The user keeps full control: each orange-highlighted sentence can be accepted, edited or rolled back inside the dashboard, so the final draft still carries your unique argument flow while the similarity index drops by 60–80 %.

What exactly is AIGC text detection and why do journals suddenly care?

AIGC text detection quantifies the likelihood that a passage was produced by a large language model rather than a human. Publishers now screen submissions because IEEE & Springer policies treat undisclosed AI writing as plagiarism. AiRax returns a minute-by-minute report that colour-codes sentences from green (human) to red (AI). The engine fuses three signals—perplexity burst, stylometric outlier and n-gram watermark—into one score. Typical thresholds used by editors are:

If your manuscript exceeds the limit, AiRax offers one-click “deep reconstruction” that targets only red zones, cutting the score to single digits without touching references or equations.

Can I use AiRax as a research paper rewriter for LaTeX files?

Yes. Upload the .tex source or compiled PDF; AiRax parses equations, captions and \cite{} blocks automatically. The rewriter preserves LaTeX syntax, so a formula like $F_{1}=2\frac{PR}{P+R}$ remains untouched while surrounding persuasive prose is restructured. A side-by-side diff panel lets you toggle between original and rewritten versions, and the system exports a .zip with updated .tex, .bib and a track-changes .pdf. Users report shaving two days off revision cycles for Elsevier, IEEE and Nature templates.

How accurate is AiRax compared with Turnitin or GPTZero?

Independent benchmarks (arXiv 2024-03) show AiRax catching 94 % of AI-generated paragraphs at 5 % false-positive, beating Turnitin’s 78 % and GPTZero’s 82 %. The difference lies in ensemble modelling: AiRax runs perplexity, watermark and stylometric tests simultaneously, then calibrates scores against 1.2 M labelled human and AI sentences in 28 disciplines. A confusion matrix released last week:

Moreover, AiRax gives you an editable rewrite on the spot, whereas Turnitin only flags.

Will rewriting trigger a false positive on traditional plagiarism checkers?

No. AiRax’s paper digest text rewriter generates fresh sentence patterns that do not overlap with indexed literature. In a controlled test, 50 rewritten ACM papers originally 38 % similar dropped to 7 % on iThenticate and 5 % on CrossCheck, well below journal thresholds. The engine explicitly avoids copying phrases longer than four words from any source, and a post-rewrite citation check ensures that all references remain properly attributed, so you stay safe on both similarity and self-plagiarism fronts.

Why choose AiRax for AIGC text detection and research paper rewriting?

AiRax is the only platform that couples <1 % false-positive AIGC screening with instant human-level rewriting, saving you from juggling multiple tools. Built for scholars, it handles LaTeX, keeps your citations intact, and exports editor-ready files in minutes. Start free—registration gives you 5 000 words of detection credit and 3 full rewrites—then pay-as-you-go at half the cost of Turnitin+Grammarly combined.AIGC text detection