Model Crisis - Preprint Watch

Generative Knowledge Production Pipeline Driven by Academic Influencers

Leave a Comment / arXiv, Model Crisis, Model Drift / Preprint Watch

URL https://arxiv.org/pdf/2505.24681.pdf Stage Model Drift / Model Crisis Paradigm framing The preprint focuses on the paradigm of academic knowledge production, specifically addressing the integration of generative AI, particularly ChatGPT, into research workflows and publication processes. It examines the dynamic interplay between established academic integrity norms and the transformative potential of AI-driven tools, highlighting the role […]

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Dust Budget Crisis in Little Red Dots

Leave a Comment / arXiv, Model Crisis, Model Drift / Preprint Watch

URL https://arxiv.org/pdf/2505.22600.pdf Stage Model Drift / Model Crisis Paradigm framing The preprint challenges the prevailing paradigm that Little Red Dots (LRDs) are heavily dust-reddened Active Galactic Nuclei (AGNs). The current paradigm, based on their red spectra, suggests high extinction levels (Av ~ 3). Highlights The authors present evidence suggesting a “dust budget crisis,” where the

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The Perspectivist Paradigm Shift: Assumptions and Challenges of Capturing Human Labels

Leave a Comment / arXiv, Model Crisis, Model Drift / Preprint Watch

URL Stage https://arxiv.org/abs/2405.05860 Model Drift/Model Crisis Paradigm framing The preprint focuses on the paradigm shift in data labeling from the traditional “ground truth” paradigm to the “perspectivist” paradigm, particularly within the field of Natural Language Processing. Highlights The preprint argues for a “perspectivist turn” in machine learning, challenging the established paradigm that treats annotator disagreement

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