MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning
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Feb 2, 2026 - Python
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scientific-reasoning
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Reproducible and flexible LLM evaluations for scientific reasoning.
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Jul 23, 2025 - Python
Foundational doctrine establishing the principles behind the Neurotransparency governance framework.
provenance open-science ari epistemology reproducibilty ai-governance ai-workflow scientific-reasoning distributed-cognition epistemic-governance waveframe-labs neurotransparency scientific-governance reasoning-traceability cognitive-provenance
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Dec 18, 2025
BioReasoner: Training LLMs for grounded scientific reasoning. 0% hallucination rate on citations, 100% format adherence. Cross-domain polymathic insights via Scientific Tribunal evaluation.
open-science language-models dpo rlhf biomedical-nlp llm-training preference-optimization scientific-reasoning hallucination-reduction scientific-alignment
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Jan 3, 2026 - Python
Self-reorganizing knowledge structures via truth pressure. Formalizes scientific paradigm shifts computationally — old knowledge is contextualized, not deleted. Three provable invariants. Validated on miasma→germ theory and classical→quantum physics.
open-source reproducible-research open-science knowledge-graph truth knowledge-management knowledge-representation ai-safety belief-revision continual-learning catastrophic-forgetting paradigm-shift scientific-reasoning ai-safety-research
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Mar 10, 2026 - Python
Framework for building and evaluating explanatory accounts of evidence using Bayesian network inference. Includes interactive Shiny app.
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Feb 26, 2026 - R
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