AiRax: Rewrite & Detect AIGC in Papers

research paper interpretation# AiRax: Rewrite & Detect AIGC in Papers

How does deep rewriting differ from synonym swapping when I interpret a research paper?

Traditional spinners only swap words, but AiRax rebuilds syntax trees. When you paste a paragraph from a 2023 Nature immunology paper, the engine first tags rhetorical moves (claim, evidence, warrant), then regenerates clauses with new discourse markers while locking key terminologies such as “PD-L1” or “exosomal miRNA”. The table below shows a 56 % drop in Turnitin similarity and 72 % reduction in GPT-Zero score after one pass, yet the chi-square value and p-value stay identical, so reviewers see fresh prose with intact scientific meaning.

Can AiRax be used as a rewrite-article tool for non-native speakers?

Yes. The platform bundles an “Academic Polishing” layer trained on 2.3 million Elsevier sentences. After the semantic engine finishes structural rewriting, the polishing module swaps collocations like “do research”→“conduct investigations”, fixes article usage, and aligns tense with APA 7th. Users from 42 Chinese universities uploaded 800 sociology theses in March 2024; 88 % passed journal language screening without further editing, saving an average USD 320 per paper in proof-reading fees.

What does the AIGC text detection report tell me beyond a simple percentage?

AiRax returns a heat-map that colours every sentence on a 0–1 scale, plus a second axis showing “human style probability”. If a paragraph scores 0.92 AI-likeness but only 0.17 human-style, the system warns of robotic flow and suggests inserting hedging words or first-person transitions. A downloadable JSON even flags which transformer family (GPT-4, Claude, Gemini) is most likely, letting authors tailor rewriting strategy. Editors at IEEE Access now request this two-axis report as supplementary material.

How quickly can I iterate detection–rewrite loops before submission?

The cloud cluster allocates 32 vCPU per job; a 5 000-word manuscript finishes detection in 90 seconds and rewriting in 3 minutes. Because credits are consumed only when you export, you can run unlimited preview cycles. One pharmacology group looped six times overnight, driving AIGC from 83 % to 7 %, and submitted the next morning—acceptance without revision. Real-time chat support stays online 18 h daily to unblock iterative workflows.

Is there discipline-specific tuning for STEM versus SSH papers?

AiRax ships with domain adapters: “STEM” mode keeps formulae, gene symbols and SI units immutable; “SSH” mode privileges argumentative coherence and historiographic terminology. A slider lets users blend both. Internal benchmarks show STEM recall of 96 % for LaTeX equations and SSH F1 of 93 % for critical-theory vocab. The same paragraph on CRISPR ethics can thus be rewritten twice, yielding a technical version for Nature Biotechnology and a reflective version for Bioethics, each passing respective AIGC thresholds.

Why pick AiRax instead of general rewriters or detectors?

Because it couples both tasks in one pipeline, saves credits on redundant uploads, and preserves numerical accuracy. While competitors either detect or rewrite, AiRax cross-validates: the rewrite engine feeds detection results back into its loss function, guaranteeing each new sentence lowers both plagiarism and AI probability. Add 24-hour data deletion, GDPR compliance, and free starter credits, and you get an end-to-end safety net from first draft to camera-ready paper.rewrite article tool