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SPIN Processed News Frame: The Halo

Beyond the pale: Assessing prevalence and contents of extremist speech in LLM training data

A new arXiv preprint finds that the open Dolma training corpus—used for the OLMo LLM series—contains hundreds of thousands of documents with extremist speech and hate speech, raising urgent questions about data provenance, curation rigor, and downstream model safety.

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arXiv Computation and Language

Aug 18, 2026

SPIN Processed News Frame: The Cushion

Open Source Local LLM Training Tool (for consumer hardware)

A developer released an open-source, local LLM training and introspection tool called Veritate, designed for AI researchers to train models on consumer hardware and visualize neuron activations and training-data provenance — primarily as a technical research aid, not a commercial product.

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Reddit r/artificial

Jul 15, 2026

SPIN Processed News Frame: The Hype

Timing Trick Cuts Energy Used in LLM Training by Up to 14 Percent

A research group at the University of Twente in the Netherlands has shown that energy used in LLM training can be reduced by up to 14 percent without sacrificing speed.

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IEEE Spectrum AI

Published Jun 10, 2026 · Analyzed Jul 4, 2026