Text Generation
PyTorch
English
FockAttentionPARFLM
research
semsimula
conservative-language-model
scalar-potential
lagrangian-mechanics
energy-based-model
physics-informed
fock-attention
parflm
parf
multi-channel-xi
direct-exchange
feynman-diagram
damped-riemannian-geometry
riemannian-geometry
riemannian-geodesics
tinystories
non-transformer
Eval Results (legacy)
Correct the conservativity claim and scope the geodesic-residual reading
Browse files
README.md
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## Geometric Capabilities
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**Note:** This model uses a direct \\(O(T^2)\\) exchange force that is non-conservative, breaking the full Riemannian guarantee. The full Riemannian geometry — Jacobi metric, computable geodesics, curvature-based hallucination detection, native chain-of-thought — is available only in the purely conservative variants: [Multi-Xi SPLM](https://huggingface.co/dimitarpg13/semsimula-splm-multixi)
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### Damped Riemannian Geometry (June 2026 update)
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## Geometric Capabilities
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**Note:** This model uses a direct \\(O(T^2)\\) exchange force that is non-conservative, breaking the full Riemannian guarantee. The full Riemannian geometry — Jacobi metric, computable geodesics, curvature-based hallucination detection, native chain-of-thought — is available only in the purely conservative variants: [Multi-Xi SPLM](https://huggingface.co/dimitarpg13/semsimula-splm-multixi) and [Multi-Xi PARFLM](https://huggingface.co/dimitarpg13/semsimula-parflm-multixi). ([Fock-PARFLM v2.1](https://huggingface.co/dimitarpg13/semsimula-fock-parflm) was listed here until 2026-09-28 and has been removed: it ships with the reverse channel enabled, which is not a gradient of anything in \\(h\\).). See Section 18d and Section 23 of the [paper](https://doi.org/10.5281/zenodo.19712427) for details.
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### Damped Riemannian Geometry (June 2026 update)
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