Semantic Simulation — SPLM Model Family
Conservative language models based on Lagrangian mechanics. Paper: https://doi.org/10.5281/zenodo.19712427
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dimitarpg13/semsimula-hybrid-splm
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dimitarpg13/semsimula-parflm-multixi
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dimitarpg13/semsimula-fock-parflm
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dimitarpg13/semsimula-fock-attention
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dimitarpg13/semsimula-splm-multixi-structured-vtheta
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dimitarpg13/semsimula-parflm-multixi-structured-vtheta
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dimitarpg13/semsimula-fock-parflm-structured-vtheta
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dimitarpg13/semsimula-fock-parflm-depthcond-vtheta
Text Generation • Updated • 575Note TinyStories-scale depth-conditioned multi-context Gaussian V_theta (bounded potential), 16.33 PPL, leak-free by construction
dimitarpg13/semsimula-fock-parflm-anisogaussian-vtheta
Text Generation • Updated • 488Note TinyStories-scale depth-conditioned ANISOTROPIC (diag+low-rank r=4) multi-context Gaussian V_theta, 9.04 PPL -- new family-best bounded-potential result, beats MLP (9.70) and SQ3 (10.90), leak-free by construction
dimitarpg13/semsimula-fock-parflm-anisogaussian-vtheta-fock-g1
Text Generation • Updated • 610Note Fock-G1 first-order gradient-flow ablation of the anisotropic Gaussian anchor: PPL 8.95 vs 9.04, and the learned V_theta potentials are practically indistinguishable at architecture-level (closer than the same-order gamma-sweep noise floor).
dimitarpg13/semsimula-fock-parflm-anisogaussian-vtheta-owt-d384-gammasweep
Text Generation • Updated • 535Note d=384, L=16 gamma sweep (8 checkpoints) + geodesic residual analysis on OpenWebText; PPL and geodesic-residual minima coincide at gamma=0.10, chosen for the follow-on 100K-step full run.
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dimitarpg13/semsimula-fock-parflm-anisogaussian-vtheta-owt-d768-gammasweep
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dimitarpg13/semsimula-fock-parflm-anisogaussian-vtheta-owt-d1024-gammasweep
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dimitarpg13/semsimula-fock-parflm-anisogaussian-vtheta-owt-d384-verlet-instability
Text Generation • Updated • 328