#plagiarism-detection News & Analysis

2 articles tagged with #plagiarism-detection. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · May 286/10

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Efficient and Scalable Provenance Tracking for LLM-Generated Code Snippets

Researchers introduce SourceTracker, a 300M-parameter encoder combined with a hybrid two-stage pipeline that uses vector search and fingerprinting to efficiently track code provenance in LLM-generated snippets. The system achieves logarithmic-time query complexity while maintaining high precision on billion-scale datasets, addressing scalability challenges in detecting plagiarism and license violations in AI-generated code.

AIBearisharXiv – CS AI · May 16/10

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Epistemic reflections on AI answering our questions: overwatch, erudite, logician, interlocutor

A research paper examines epistemological risks in relying on large language models for critical advice in finance, law, and healthcare. The article argues that uncritical acceptance of AI outputs violates established principles of logical reasoning and fair judgment, and proposes that trustworthy AI systems require integrated inference capabilities and awareness of how human biases shape interpretation.

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