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econ-ai-detector

Open detector of AI-generated text in economics working papers (TF-IDF LR + DistilRoBERTa ensemble from the pangram-nber project)

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GITHUB · launched Sep 9, 2026 · 8 upvotes (top 88%) · 0 views

Niche: ai content detection software · 97 launches, 5 in the last 7 days ▼ -50% · Explore this niche →

Category and tags

  • Horizontal
  • Compliance & governance
  • Prosumer
  • AI-native
  • Hobby / open-source project

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Could you build this?

Partial Wrapping existing open-source models like DistilRoBERTa with TF-IDF and Logistic Regression is easy, but assembling and labeling a representative domain-specific dataset of economics preprints and AI variants requires specialized data collection and curation.

What it would actually take: The architecture requires Python/FastAPI, Hugging Face Transformers, and scikit-learn. The hard part is curating a verified, domain-specific evaluation and training corpus (e.g., matching NBER papers with counterfactual LLM rewrites) to calibrate classifier thresholds and minimize false positives on academic text. A practitioner needs knowledge of NLP fine-tuning and academic economics literature datasets.

Competitors

Other products that read as similar to this one : 3211 launches clear the similarity bar, closest 8 shown.

Attention rank: #2784 of 3212 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 315 days after the earliest competitor.

  • detectorscope · github · 2026-10-24 · 199 upvotes · similarity 0.62
  • Ateegnas · ph · 2026-11-08 · 2 upvotes · similarity 0.61
  • Kibble · hn · 2026-09-13 · 6 upvotes · similarity 0.59
  • Mnemonic Labs - OpenAI for Financial Markets · yc · 2026-11-13 · 35 upvotes · similarity 0.59
  • snifftest · github · 2026-09-17 · 27 upvotes · similarity 0.59
  • PaperLeet · github · 2026-10-13 · 14 upvotes · similarity 0.59
  • slopXiv · ph · 2026-09-17 · 1 upvotes · similarity 0.58
  • skills · github · 2026-09-19 · 160 upvotes · similarity 0.58

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