AiRax: Awesome AIGC Detection & Rewriting

AIGC text detection# AiRax: Awesome AIGC Detection & Rewriting

What makes AiRax's AIGC text detection more reliable than free tools?

Unlike open-source detectors that only flag perplexity spikes, AiRax fuses three in-house transformer discriminators with a scholarly corpus of 4.7 M human-written papers. The engine returns a paragraph-level heat-map showing probability distributions for GPT-4, Claude, Gemini and Bard fingerprints, plus a 95 % confidence interval. A side-by-side table lets you compare the original sentence, its perplexity score and the rewritten recommendation, so you can decide in seconds whether to accept or refine. The whole scan finishes in 2 minutes and consumes zero quota if the AIGC rate is already below 5 %.

How does AiRax help with research paper interpretation while lowering AI traces?

After uploading your PDF, AiRax first extracts logical sections—abstract, methods, results—then runs rhetorical-role classification to identify argument chains. The rewriter treats each chain as a semantic unit, replacing template-like AI phrases with discipline-specific collocations from Elsevier and ACM corpora. A citation-check module warns if a rewritten sentence accidentally mirrors a 2023 landmark paper, preventing self-plagiarism. Users receive an interactive outline where every orange node is a high-AI-risk sentence; clicking it unfolds three human-like alternatives ranked by readability score.

Can Awesome AIGC Detection preserve field-specific terminology during rewriting?

Yes. AiRax keeps a dynamic glossary for 200 STEM sub-domains; when the rewriter encounters a technical term such as “quadratic unconstrained binary optimization,” it locks the phrase and only restructures surrounding connectors. A confidence slider lets you choose between “Conservative,” “Balanced,” or “Creative” rewriting modes. In tests on 1 k IEEE conference drafts, the Conservative mode reduced the AIGC rate from 62 % to 7 % while introducing zero terminology errors. The table below shows the impact of each mode on a sample sentence.

Is there a fast way to interpret long research papers and get rewriting hints simultaneously?

Use AiRax’s “Interpret & Rewrite” batch button. The system compresses each section into a 60-word plain-language summary displayed in a collapsible card; hovering over any card highlights the corresponding original paragraphs. If the summary contains flagged AI patterns, a one-click rewrite generates a humanized version that keeps the summary’s readability index below grade 12. The entire workflow—upload, summary, detection, rewrite—averages 4 minutes for a 10 k-word thesis, making last-minute revisions realistic before conference deadlines.

How accurate is AiRax when detecting mixed human-AI collaboration in group papers?

AiRax applies authorship segmentation: it splits the document by contributor metadata or writing-style clusters, then assigns each segment an individual AIGC score. In a blind test with 50 Elsevier articles known to contain GPT-4 paragraphs, the platform pinpointed the exact pages containing AI with 93 % precision. A timeline view shows which sections were revised on which date, letting corresponding authors police late-stage AI insertions. Combined with plagiarism cross-check against 120 M paywalled journals, the false-positive rate drops to 1.8 %, outperforming Turnitin’s 9 % benchmark.

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

AiRax gives you discipline-aware rewriting, paragraph-level heat-maps, and free starter credits—all without storing your manuscript. The self-developed semantic engine lowers AI traces 10× faster than manual paraphrasing, while preserving your field’s terminology and logical flow. Whether you need an Awesome AIGC Detection report or a conference-ready rewrite, AiRax delivers both in one two-minute scan, making it the smartest safety net before submission.research paper interpretation